{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualization of Attention Map in Alpha-CLIP\n",
    "This demo only depends on `alpha_clip` to visualize attention map. In original CLIP, when given RGB image, it is model itself to decide focused region. CLIP will, in most cases, focus on the prominent forground object. For Alpha-CLIP, user can define the region need to be focus by providing alpha-map as additional input."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import alpha_clip\n",
    "from PIL import Image\n",
    "from torchvision import transforms\n",
    "import numpy as np\n",
    "import torch\n",
    "import math\n",
    "import torch.nn as nn\n",
    "import matplotlib.pyplot as plt\n",
    "from copy import deepcopy\n",
    "\n",
    "mask_transform = transforms.Compose([\n",
    "    transforms.ToTensor(), \n",
    "    transforms.Resize((224, 224)),\n",
    "    transforms.Normalize(0.5, 0.26)\n",
    "])\n",
    "\n",
    "device = \"cuda:0\"\n",
    "model, preprocess = alpha_clip.load(\"ViT-L/14\", device='cpu', alpha_vision_ckpt_pth=\"../checkpoints/clip_l14_grit+mim_fultune_6xe.pth\", lora_adapt=False, rank=-1)\n",
    "model = model.float().to(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We test a image with multiple objects, image and different mask are prepared. You can test different mask to compare different attention map."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "pth = \"demo_imgs/attn_image\"\n",
    "class_name = \"Loafer\" # change the object need focusing from [\"crane\", \"mountain_bike\", \"suit\", \"Windsor_tie\"]\n",
    "raw_image = Image.open(pth + \"/\" + \"image.png\").convert(\"RGB\")  \n",
    "wb_mask_pil = Image.open(pth + \"/\" + class_name + '.png')\n",
    "wb_mask_image = preprocess.transforms[0](wb_mask_pil)\n",
    "wb_mask_image = preprocess.transforms[1](wb_mask_image)\n",
    "wb_mask = np.array(wb_mask_image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As image input into CLIP is cropped with a squre, we visualize cropped image with corresponding mask as alpha-map input."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f23343a86a0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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93eDkXgU3OIO67ko7bHCeeCKVFzOjrBFiJ1EaM+X6aLIzZEifpb+T9+tKnmOzeJQqIzVdFyut2OF5rm7Y62kxKYs6VAVMZb9MW2j+1RJk539WXXTgpspx07OhG0KqVDoZJ50yxJPXtw1rGLC5ZtJCmr21UfKLh/MvEsvNe9vt5IzyYElSH0tUA5jgiVRJGSX6qcZlkDVTOeUSLoh/6VilghQzY7dzePRohzdev8Dl5SWsbWDgAMUgxYCX5J4ZFBakB6N1Hld1C+sDXgyUmUK5zB4EhmcP6xwcST+vLncwRqHaaFH9UW6FLMNqd5MZeOKJ1BwcujHnYE5iH6e5zpZ73NIbEe1t+3VgdZkrB4ZGf29DKnjnYF3rxy60VmRZhMcpmd50Dg5t16F9GbdvnySYvhuvvTEc2vbr4IIckzDZCyQS1Hbr8PtfPMfvf+FNfPUrrwOqgdYWVHtwoQAyQKkA74G2BbOV+2yG4JTCFQBnDFAwPBRYG6DQ8FDwTgXVKIEM4dn7FQiEN15/C7Zpwa3HU8+fwBQaDpFoX1PsPyDbE06kpj0dR5odJN2z4hhTLjzepj+kFfNqaB7+jtz3ONMBiH3K7EdONjWeP3whLXmd26u+Scd6YUHu59R5RbqZgctIjDwa/4Hp9XUwfE6sjQYaGY/ngyyjth1WLyZOgXnYGznkp+kl9exwZQ6zZ+djIc9Se5fKpnG79jdk3Ko+Wbpfs3lHa2owjlO0S+ils06aGY3zNZsd5mjUZqRENllfLNJO01i89sY5ruotoFoolpnXlQZXBqwV/HYH9h4qSFUAQZGGJo1CaZiyBJMGW6AsCxxtNijLAloRDDEKzagMUG+v0DYeb75+Blu3YOdwfK+EUpQYU8TWLoiFN4QnmkjRZAeG5+HvcMHRIO1wEWTKuOE4p3VHnD2dTurF7WHtfSGjR+Pf07yjhs+o92j0cLGM5Mk+zrN7O5MgLYczGHu2y4TRQfOCTmWN6Bv/LOSZU+ssVSDMxw3EoVHDInMzrZEGWXKEiPZxrIvjtIerS7msSatuDgdJU4O1kTIi6SqZ7ovp1PNkPBlI7ilOZyPX31T7kuVj0rInfaGkhpSgciBSDm88vMCu2QGqBVmGIgIVClQZQGu483OAGVRoYboZMKRhSKEggi5LkGa4xqMqSxxvKmyOCmgFtHWNQjNKA5yf73B12eDsrTOwFVP2F+qnUZQGRqthP/fM1k3WxRNNpN6tsEKIyKYHFnHmbFlLG3pxQyyUMScd9l7n0xzrluBwUefbnS1pTO2/RmBOer0tQvCkwngZLI3J2rG6vs7h+rC2LgJARNjuGmyvtqgfPQJ8A6MI0AYeDG8tcOkh1FeBFAAokCaQEinMWwvebvGHXnwWT90/weaoQmsdtrVFyx4Mxua4hNEa7DUuH+5wddWATAUUBl4Tzs4u4T3j2RcewCHFB4+h4wHee0RqIC1FHqT/t39J00dJshvjwmwBy5JDmmSOBKQ+vLr+ZdhpGn3LrYtU5dFt9Ixqplc/HD4qfXFTWS0nCHfq1oGYk+TKcaYz5svTtmTFyPAsIz0yZ6q73spYhQR5Ls1oNjk7MpPk6fjy2kYMhmjluC5xN3MF0OgxZad2KHl32dJbdmvF5z5Zv55HbVkQztMENHmyXN+00LTzczJyWp+s3HrnsKstnHfwYJBSct7EXopxDtEaghmA9+CAHLwHAI+2dmibFm3ToCgNrHVoG4vaWzARTk+OYLRBWRS4f+8ERVGCS4vNpoDWCm1r0Ta299u45Lkmx2VdA957ROpdCIegtcfNKQ83+/R5+jKnSkqlobny5zbxPnRyJyEM/wKHSdS33Y53GnLSUrp2I+N0nThh4z3w7hPSkxNlEkbgjYc7vPGoRmMARUoCTSoL8gAswN6DvQN7IVbEgFijc7JvCf/7Cy9jUxicHB2DScETofUWptA4eanC5rjC0w/u44MvvQ/OO/z+V19HU1u0tUNTO+x0A3YOUOpWPMjvgyeaSOUu2jLkrDB3/Wy5rH0PRsBjBMwT5D74RTNFJpcBc3kyqvS5V4O6Ox5sxKHObcTYikn5wTRVCiIojuqHfqyHLZsiEhAGVuk5ApkpZqV7wYw2/KB9s4CaMpLpbRONHGGKMJ6TZRlrTwW5O2AZBHPtvoRJX6W+jelDAhq1r59aGiTt3vHod373JF7ap/O3qFm4IdykHE4QCwGAAuraot45fPW1c7x1dgFFDHYWzll4WwPeAc4KRfJezMm7cuQvE3djt2scWquwaxowKBjYMLRW+AN22GwqHB1tcP/0BEUh51xaKejjAkaXKKsC3g8R2uNUlz7RRCp6ByAgOYSfqpXyqJEne3TsaPNGkJmt6aNlkjHMNGnsTCmZdIud4k5dOCT23FE17zxIKUATlGcooVfBDDXXj5GV1Fg9NZqrgRKl26A8uVtxEMec7fOsPm0AK7Rhq6TBtVqwfMCT+XoWJeGl+maW0Jx67WBgJFr0fDgRQZTrSo9rYMjw7M+7j1B25U321uG7f0BQs4zAtOT8Xogw3c1N43B2UeONh5c4v9yC4MHOwrcNXCtEiryXO1Hdto2IMWziIFEpAK11aBjYct21wRBBEWFX76C0hjIKD07u4fjoCO9737Moj0oUVYnCaOhCw3kWK7+cA+DFKRrLr/vhiSZS44lfIzHcGgSsMOaExwhkbTtugwPJqS+uzTGyMGjsPNzOARSlKY9CE043Gl6JqqDxIlH5vYW+d+AQ9dAyGlrOM87rM8/21be2rpvumbVB/w4q81oteXIh3bdR8nnrrS2+9KWH2F4+hNttgfoC8C3Ii/sjKGF0ol88kSAJnnyvweDe4MkEs2gOFSoF6ITZ53CZ9+HZI5ydX+DNtx7i6GSDo5MN3vf88zg5PsamMCiPKxS6eOxj8kQTqRTipM4h5jX5D4OBHwjM8flDI+ZhikOQwhLhW+RNckIZuiXa/esjw8UQFZ/vP6LyE4nLgUFMaFtAGUBpBUMEz4DFHIMw5K5SBD+rquPlfmZh4RD6EMKwXgJaeEqYcJljk/b9/Ql5RmM3yDt4t1BiJsJqKljm+szJgHRIc25AM23Mpps8XCtVhZyzcxxl+uWZpoVfWWlojvJe04XWfgxAnWNjZgZ5oG0sri4beNsC3soqIgZNPOn0miWAobsKo9o/rhA1qp2ni4LFYwXDoWYhhB6MR+UFnGWcnh7DlBqKSngelLSyz+sx7nuGSEU4hMNN89wMpoe3aTuu06YcpAjqEKS7D9gDzjO8Z3ALsPeAd3IWBQmmxhBdd81A4wnWehxvGEeVQVVo+FhOhrjMte2xSrvXEV8eI6TrY60kO1/W44Glctcyf499Xt+NsNJ44NB5Y8ieanYtrs634LYFsYMqNJgdvFdQraQBEKwkGAQHAqA0OjVeXIEpQXeyq+UoK9QnhSloaJCmrm9Na9FYxvnla7h3conTkwrVpkCBY1iiQNAez8p8oomUjP2YTmcGKvOIB5N23QbEP/M89aF8Q+5cLMf9rZUQhjzrlOPxjmEtw1oL9gzqRCp0f533YsVDBApeDBx77BoWYnVcQClCpRQsERxzuEMRx3lIuZaOJLKvbjBJA0bzQBhn6Ud+nl/vtiqP1+VAibOegRj9jYtqPP85I4E1yDPH+KRM9dL6HROk3Lzul5kWVjDvT0WjFJR/OVv7sL6V5DXqyYCRcc9I3zEjXS5cMUY64kSAIkZRalQnBZQv4ayHbxuw86LlcAi6doZWBKUV7h1VMIqgCdBhzzJT2JAMZpHofVzHCQfSeob1HtZ52NAUpZToBBXBe8Z21+L3v/QGrmrC1QU6V0lkxj29HXiiiZRAP6lLS6xXF/T5urlJdCe5Ic67U50X3FM1T2qiObxHvkzcxqXuT5ttSTbPIDVzWPge7D009ZZ8Ej+HRbJSShYrZLEzAa3zcNajMITCKFRlX58HgjELZxD2in4M3ArllIMRO8zoMzPlX5fDp9G/jP3l5d/nVFUz6zbpywT5p4Wv7dRo6BgY26/MwwD35ojBAvmh8YPbg9npXiTOwz0o5eQY23QC5hs+YIop8/QG/ScQFEGI1HEBVRvAq2BmzoGphKj8mKGVQllonB5tUGiCBoOCF/QQsQOIzmUh6jsCoJigjAIIaJxHYy12bYsrz905c2RSmcXw4o2HVzD6EhobnN4/gtYKCnQQY7CWnD3RRCoO9hyXF9PsK+M2aP9aiek6+/Ta7SPuLvPNleFZOCp4C2IPoxU8AT4uOC/nUQqi9nMBuxEMtPFQ7PHGG49QGIWnnz6BNgUKraEgTF6TIOE5xP54lAQ3h+usjbe7L2OiOVd/eiVjDX1bw/Cl9e/L//jG5Sbsx7sPxowZa+Cp5+7h6zclzn73IfwWaJtwF8r7PpMmPP3gBPdPj7DRBt57tLaFdeIS3WiCIQWjdORBAWVQaI1KKzx46hSb4xKbp05hnUfTOPz//u8/wFtn53i024HAUFAwqoQ2BvdO72NzdAJTliA1ZdpvE55oIjUHKReTV9ncTA20qu49ZS9Ve20uLMcQIlFBIVFPcPwty6uxHt462LqVkNKFQWpAYdnCOYIyJnBVgAJDEcM50TnUrYdhB+0J2sidKk0U1Aq9NdFIExKejTpI+5BPTioZvpmb+32Qq3lY9kj6SdfZQLAbS5AZKWRFA9P20KiO7lnOMCKTdp/UtjTkc8RprYx/G5FpJ5OTm6yRNwReKW3fHKZqvGV8QLNSWsp4FIXGyVGBSmvUUGgdd+bmFCJnaBUkrrKAgVjdeu/AjuHYwzuGCpymDloRUgqaGGAHby281TCKYIoNNscGzzxzX4wltlcAi4f0siqw2WzwwvMPcP/eCe6dbmCK6IYpDzcd8ieaSEX6nbq7iZs44/WoSyNIkrDWn8vQKouym5UGP+b42lS58/bx3Nm4monKRylgu7Wotw3sdofNSYnje1XHqGkC2rZFax1OHxzBaA0woILem71Dy4SLnUVhCEYDpxvZDEQMqxQ8CLafptuDzFDfRvk0+pvCmEDN5d33vI97llfSzq3OpbbNwZgpm23jmIlY6N9aGWZNO68tD93Ayk6WDWUejuZl9g5Ufv4G5e1rx6jotBzRFBEqo6A3JU51gZo0LpwDIVjvKYLWhKIAqkqjqgqQDaEOdQFuHbz38M7DaYImhtIlDCkoIrBv0dodzl2LeluhOKpw/FSF46ce4Os++D5UxwW+8JWvyn7XGvdOjvH00w/wJ/7YB8RwojSw4Oj4f3BAcVvwRBMpgX6hxBGiiR+2kT/kjqKsH8g5cZZnfyTtQsoZDTneRbXIiv03SRLHIPw7QG6jCok8tAao0njwzDFsW8HVJUypUVYGzgHeM2xjwY2Dax3aywZUGFSnFRSJCnBztAEphePjChI2jbC1gFGM0jC0c1DwUFqLLryzBootXIeiZglG7gWNxj9nujx7lsJJ4cOvk/ni8dO9ZC2kotHvvo0dYhyXOG1W/34dv7U/SbJ+xmdh4zHo2zVYVJl6hhLUYLZHQs6gG8mDW1PodY0gqEm5lLngvzAfg3TJyfXc4OYXzwwNpHTxgp1H3bRorAW0uCMiAuA9tFI43WxgSMNbh93lFrZ1aFsL5z18MN8zrKC0h1YaVVGAwdi1HucXDbRxKOoG9IqBY6A82uD4aIMH9+/heFMBBJjC4P0vPIOnnn4K1VEJ0iQEKjR36kN+HjgzHHPwRBOpOTKztvO3ReuXylnCHfv19ssl95tiyGfnuG4g0YIkDSAiaA1sjgt4Z+BKBa0J2ig4BzjHoirQGko5wAFeebnoa4KqQRsorVAYBQuCY8A6BnugcMKWEzEMixqiuw2PSLxzM3Z9tLSWc1/gMJJ0Ec1ObzgtsS1jhqTLuXSoP2pPLyDmxRkG8iFlUslyQXLKSWyDpvCQWEVkROmPpISU0PaOgufGNfcwwwrGDiYUcp/BR3+/K7ZrngmSN/O7dH4VHoplltMP7DRGWhvrPNraomlbtNZ2PvOESDG00jgqS2hSYMdo2ha2tagb19fqCeTF3FxrDWM0PDw8GLvGQjmH1jlU55fYnBzD7nYoqxKbTYWqlI1eVAUe3D/B/fsn0EbL2fVgjEcdmen5oXj3PUmk3u42RDiQmZ0tZ1+atQrDuWOdHoepnsdVCipwSxT8fKmCUDBQHRcAHwNg2MZhd2nxhT+4wAvPFXj6KY263kGBYOBRnhyjrCpcNh6t9Xi4dTgqgMIQFHloCAfrtIIjuavR92a5ZzkF6k1gjmlYU0fOEGFt3kPgkD7f1lrMlXtTRPPehdue/eFIKwBvvHGBr3zlLbz18C1sd1dQiuA8wznG6abA6XGFZ55+ANc6OOtRbY5gjAPpFtY6eOfhWZzSaiiURSHajxODLTvsXn4Dmio4r7BrLbaPLnGpX8f9P/x1qI6PcXqywcnJER48dR/vf/FpbI6P4QfMz2H9PpT9PNQP6174xCc+gW/7tm/DvXv38MILL+Cv/bW/hs9+9rODNN/5nd8ZOIH+8xM/8ROHV0aYoVSjh+GQMb5LbVGGRXDyWahvACE9JZ9EvcEdD577HABJ3XleRQhLtNyhQQfTBxmI0Yy7OoaVEcn9C6U1dGFAWqNpPKxleE8ojFj8sPeQy4TSNx8kqtp61K2Dcw4cfIwp9jDM0Dy9/y6cOvfzlg5XRh0znhaGcPTpZw7SvDT5TFU8uSUwtwz7uejX+VK7xvXHZ90QUJASaJhmcSV1mcN4JgO6vDaTD8tB/dRP23AdDwXBkG+pbWsgbi9cjyntl3OcDITx6/tHSZJ9ZUl5+VEbVTHCKchMcKbCFIUww3nGblfj/OwC1lvEa7daAUWh8OD+Ke6fnqJQBkYZaGVQ6AKFKVAWBSpjUBUFNmWJqihRFKZr5/G9U5yenuL+yTFOyhLHZYX7D+7h6N4RzKYI97SA4+MNCISryxq2ruHbdrBHHjfDcuuS1G/+5m/iIx/5CL7t274N1lr8g3/wD/C93/u9+B//43/g5OSkS/djP/Zj+Pmf//nu9/Hx8eGVHcrEjNUgIw+mNJs4PNlHV5bak6zTmW2dZAvLe1RG3AjXhZwKJqpCOrVW0u1IaruhIhLLP+VgG4ZtAecUNsfHADtwuwOxA3kH9nLxr3UM6ywUMTQYRmsYraFDRYo0LHe1BITE3SFsVulFmKouD+p//2w8EqPXae4RRzfHyFyfqxxv+OmZSa5VmTIz66ZLP1fgimZfh0isLFpgHKMoW1jyLvN14PeAkiwMDEZitooR4zBIl8s0V9Bwp6/L078jyHlwaxkXl1s8fPgQni2gGGAPU2hUhcH7X3gOlS5ArYdSHr7wQSXvUGgFp7Xcp4KB1oAxCGf2jPvPPA3yhPbhBdqdgzIaL37geZRHJcpNBaUYynk8df8eHr51gdfeeAsfeOFZGCIcbTbh/Hl/l5ZGaA3cOpH69V//9cHvX/mVX8ELL7yA3/md38F3fMd3dM+Pj4/x/ve//7arzwKN/uaXTu7psrJlshky79eqa25blTVf0YKUuIgR4+ZhGEO49/QGm9MSelOiZQJYw0ChaT1auwXDgFhM0QENYo/zxqHQHkcFo4CWsy84ORcjBetFAkrPbaLnir79o+5gOG5jiSr74sZwqMLidiC3vubS5Vr4tqyvdy283XN2w/pICG7TWNimhbeNMIDswQ4oKoOjqoJRCloRmDSUQjh3auXOIxS0LgANECnhegwA0gApaFPg9Jmn8If+mMHVm4/ArYVhDY0C2lQgU0CTwv37J7i82sGxw+tvPUTLjBdPTwFTAEbfxmAtwq2r+8bw6NEjAMAzzzwzeP6rv/qreO655/BN3/RN+PjHP46rq6vZMuq6xtnZ2eAzhqmqJnKmIttSovIioFtDAy4zkdW5+/SifV+uOHcU9d5cq4MqgcU78RiR5rjSg5DINbWGuYIG3NCIO805jyJF2GwMitJAGwXWCqw0oAs4DzStAzsPYh+9qQBEaINk1VqxOBLVn4eKar/k0jAttiAP6bwjmfvuvgzGKrY59dekwD0VD+sZl5w+67x5xDXZqTV5uO5y9UTVV6oSyg3AoOnDhHuW62x53aNk2U8+RJNnSPo8SpwdtwksppvOXb7oTIOTDqZTsAz9II3rOEyAnt+8nUo3gHMM78UbTNQ3wMv5UqF12CsEUG9MIRdvxQxdUfzIviUl1rey3AhFWeL4wT0cHW9QVWXIo6CUBikNpTWqsoTWGt577HY1drsdXCu+PXPdzg71zPs18FgNJ7z3+Lt/9+/iz//5P49v+qZv6p7/0A/9ED74wQ/iAx/4AD7zmc/gp3/6p/HZz34Wv/Zrv5Yt5xOf+AR+7ud+7nE2dQC3yXOtnYhJunch20sQyQaKcLpRqApAa6AqCc4BzRbwUGDoBDnG4BIErQw8GBeN3IY3mnCyMaFUB6M1SKnwS860uopXtG1uQ4w1PV9r8C5cSncwC/2iJxB0ONfzJIQJ5OAgfvqM0RJaQwEwBFiCgkhI7H1HVKxtoY0GsYbWBdqmRU0Et2vhvUez3aLdtmDrgGMl0pExQvjAqIoSGiQXfr2Hcw7tdidEsjgsVMd11uJjJVIf+chH8Hu/93v4z//5Pw+e//iP/3j3/Zu/+Zvx4osv4ru+67vw+c9/Ht/wDd8wKefjH/84Pvaxj3W/z87O8NJLL4FnFez7IZGpOhicc4y42b3MNCK33ssmhLyOPN+WHPTiXnphOa1v2PAVSsMMNxoRufjqyxcRLf6sZVjHsGDUrQdtLfRxAU2ALxQIGt7JeVR/UN+PKVg4agfxZLFrXcfpKQZI+eDlWcJ/dMEsxxz9uH2jp/FbnjvOnwp2bexeTk+skt4cvOO6cT4wzxLkVKH9kE29Th5yxsU5JiFTQFTPdpLiKhgVROMxvh7kwpoM3qeC8hxXM8iwIk2u7HySVeWkrwujUBiD0pRoIXtCou8KERIDHATNDkI8KJG+bNvA2VYMlsCAdWjrFl4RuLU4/+qbUJrg4dBcbcHOoTyuoIOvzo7zU2IF7JyXeVIE0mruePA6XV2Ex0akPvrRj+Lf//t/j//0n/4Tvu7rvm4x7Yc+9CEAwOc+97kskaqqClVV5TN3rLJATmMxhiXiM7bo4hEbLhtyHBcohzLDkT8tIyYa/d3X9lEV87B3Nw4LGiBQRu/mJKqYCACJx/S29ajh4XcebaPwVCVqP9ooWEVwrYerRR2gyHWYg0CdNYALlkuutjCKUGgFDQet5I4WISQlCuov7tRJXfdCo/vecf9vMuizBgjjMVwYp6U1M3iXUSOnjR6sLuoR/FzZYO4DHY7bl6NQydehAcW0B5R5k23LngS3J6QOWIDRmz2U8gb1DZ6MCPPsinhMkjklg0oEVKXBpixxVBxhB4Lz0kjvPFwgUgjHDxwWumcPay12u62YpXsGLEme2qEtFdrC4K3//QrK4wLm1GB3fgnvPcrTIxTOgVSim9Di2qx1FqwYZBAMqOao9aBDN5bkb51IMTN+8id/Ev/m3/wb/Mf/+B/xh//wH96b53d/93cBAC+++OJBdQW8uSrddSDVGvd4hieIRaQlyiDNW4K3QV/T+1Wbd91EBLi6xe6yxuuvPUQBiHPKZyqoQsMzYIy4Q2IAbQtcXbUgFpNVMWUNYedJODX2DOcB9h5VIVu03u2glIbW4j/QMVDXFrZ1cI3Fyf0KutRQhen3Q7oORmtiDT657SGOW3yx7hVi1SzTlUj918GXNPr+NawNvTW4/X1PoIJwcv8Ez73wNM7eeh3gFqwA6xrUWwbbVhz3aQ1vLZyzsM0WtrVCVIjASsF6D1KA2ihsjkscbUocP1/JPrUWtbXwzmF7fgFTlTi6fwp9rLpeOfZSniWQ1yg3FWDM7Poc7MsbDsytE6mPfOQj+NSnPoV/9+/+He7du4eXX34ZAPDgwQMcHR3h85//PD71qU/hB37gB/Dss8/iM5/5DH7qp34K3/Ed34Fv+ZZvObC2Q3q/JGPlpI6Fbcu9ifS4jKnCaVpjngQcoFdYfD3f7l6+W4BwgD9AXKlYzwA8w1nbOY+NerKoLiMNaEOwjuAhIT8Ueo/NKaJlEhdJCAETwQxYcdcEEDwxvAeaXYO2tmh3LYwBjDMoRBQBFBACBezp+/A3MJRkJvlTQ4hUUBlx2UtScI4AzBGFvSqTwcJJJfkZmJnqXD/7OVlJrlKpdk+lS2Ftcs+zAm3WrdVyE3OQy7Moo9G06hsTo6F7idE7Tl7I2q6OSpzeP0FRlqibGuxqOO/hnBAl5+XuosQzcPDewXtxicSQPWjZy2V9xSBNIE1QG5IYhx5gJbHl2qaFa1t4a6GClBZVi84z2BPACspoeKUie57VJQ1gSRWxB26dSP3SL/0SAOA7v/M7B88/+clP4kd+5EdQliU+/elP4xd+4RdweXmJl156CR/+8IfxMz/zMwfXtYpbxZQorBmjNWPaq8gyK/lJhEQSzCEg9sDxcQGtgPbqFMcbg+ONBhktBhVJQUWpAUVwrADXAOzghWQNU5L8wwTUNlxU1AR2DuxbUQ1aj7PzK7StRdtanD18CKUNjp95CscnJY6OChRHhXh27hqb796Squ7tgCXitS/PHTzBcK1JZIAJ9586xuZ0g1dffwt4rcLVyztY79FYh/PdDo6AU20kkjbLeZVjj4ZbNK2D9QwiDQ1hsK62Dh41WhyhrCqcnlRo0KDeKjRb2WNsJRQIw6Pd1bCW4WDgvQKzDmdW11yZB0pXj0XdtwQvvfQSfvM3f/P26hv9zvc9w3XSCqkCcR6CDp+npOsmstzcy+md02uwIYNkyVlNJlmn1mSZP5EU1CBBJMakCabUuHd/g6rUKEstRGZUOgHQilBVCt4asCN4J2lUNL2mvl6AxEhCBCmpMwhfEnjUwbMFc4vttgGDsPMW9dUR6uMNTp++B10YiU6qCEoP52fs+2Atw5KTJpdgkQjOnT/ldJbddYkMn79W2Fls2QiW9m0OGfGc78hpIyb77ADOYDz+N7CVWgVZJmfN3Cd4YtGCol/w6Mzy02fjusFQilAahaefvgfXNnj9VYXojcK2LVqt4coW7Bw8e3HgDHSxpKJZuQ6aCtcSWgDnr+9QVhbFpoXWjM2RRt16dPdA4MHeoa5bgAmb8gj3nr6Pkwcn/X7i8fkGzYzXOkydgyfad18KWQ3BYkKeJBiqfnJ6gTnFQFA7ZStcUOzMbLg8cRonuv3Dr3iPSMJLj18SmBikAUMa9x4cwWgFZaLT2B7i2GkNbDTB1hqOCLVthdARQVzL9AYb0hkFhhwKd45KFcF3iM6BucVVfYW2saDzM+yOTrE9PgWZEuUmRCfdaBgSQjUwVchM0aFDuJeoUd+bDlct4v9EpZhJ3kt/a1iqTHsW6tsL1+KUI3ENjFGyzdLSMs5PDik+9yPANUYpr7fM1DKTcFHXtahMRKe6yGSJe0ApITLPPiNESgfVnvUObdOiUAq2bYEYsZeEsbPeQ7GCAUGTkbXkPbglWEt49OoWxUahOtni/rOnKCuN9qoVdWAgUt471HUDgsLJ5hhPP/cU7j97v6Orqy/a0uDPQbP0niFSYwlyn9778dZ+GFxn4tZWu6bsjqEjAjMNJTkeVhORbxOM9owDyMxJEEKCdCGXAlsHsPOw1om2YGQdJJo/QqeXCOUYo/HC809jd7XD5eUV3nrtAnAem/sbVJVBVRrcPy2hywLbncdu58E1UBQx1o6GUn0v1kpRN4XxelxdX5JQ8r0HVMm46S55F8Nj6lg87Ykm5a++/BbefOMM5WYD2wDOArXzoMaCLi8lUq/noI2QSLonx0coTQmlTOcO6WQjF3effv4BdtsrnD18CxePdtBG4fjeBtVGA97DNzVc26DeNXj66ft49oX34ennn0Z1VN2ww4flfcKJFC/86mG1tB5XWyp5U1/ylKO6RkVdPdPMgtJ55v1M3tEGmWtCL7HMpxUigaC+i8X3fHAa8oCTT6qYGmkq5HlQXyut4Fl8/okwRUEIHQdLGGJpIkJhNHwpBK4whdzZYFEpFoVCUShoo9BosQZkBtgzPEEOfBmdw0zRSGTId3Lfp4sTlVMzLZqC94OZ1jA3L2P1eDru12Zehs0YzUmmtNRlwuBu2EL9S1oF4HqtHykYeilyqSZ5eqh2blhhbkxyP6bpcjhhzq3uWFU5r3gZvvFeVHeXVztsd7WcvZL4lLDWoyGLwirACZEiUvBemEBtNEyhgzZSGFBTKZRHBkf3jgHF2G4v4W0Lbj3oWBau9xZwCt6KZ/WjowInT91DGbxPZO/QLcL1idoTTaTSRXzTjdzBkoZtLs8N2ajb4pPXtmJmCwli3FuIjLrS4u+IVepTYhrCoj9TYFRHCnXNsLXo1LUHlE4JRm8B2KNXceFS1w5KG9x/cB/PvbDD+dklXnvlddzbnODB/RKm0NClwkmhgtseRtOIRdKutlIsESoDaKVgjEQL7nvUt3kIB+/GG8P1EO48vNPSyztd/2OH6xoQzBfYLwIFNNbhatvg4cUZzrcXYAKU0oBmXG0bWKtQFgrcirqPvHg618YA2sOrRtTjBCjF2LYWrBsQnsLxaYXy6EW88dVX0exq1JahmwZlfQGNCraxsLWFflrj5MERSK9zKruih6uzP9FEKoXecjzjNzszGtPw8cOk+wlHmjIVvcK79eLbvkcTuO65Sp6wzujJkxHsZKdwVkXEcuE2SF006W566wqdylCTXNqtKg1rPVpmlD7VyY9lMtWZe3uINOScx9FRCa2AqlI4PqpgncXl2QV0UQBFCaNj4EYSLxZadc4vmCV8iPW+859nNIZ94LTPufGdEq5JGs6MbE6czcA1l04+XZQOb2B9mqtr/wnZWPuwv+zFEjOUm1fWMShmKjjPNGq8/sdpeql7DURJZvxsKnXxZO3sdi0ePbpEaxt438K7BgwHkFzotQ6omxbkAWIWq1gCwIzCKSgldXvv4VqPUls4pbC7uoTSGh4KpjBgMJx3wbTdwVmLxjmoAvCuQXN1AVMWIsWpVN+R7IcFDmsyYisn7gknUokjldD34flJQDWz+pYM+skM7Djke1/TKG1Kqw5mwNcjkWQPXR9yNCqzfjrtAyUJCNDRem7UGJ5kjllCqAutgCPC+ZVF23oUnkEqR6iGUhhDnG2y99gclTg+KvD8C/dR1zXqXYurR5egooA+ATalARUautRChFgiknrPaFtRBzrPUEouZisiKDVUsfVrKzdQwze9P6nDIRo6Dksej92qkjBpBM2cZi1w/r1hRSYW8Soiu5BgT0eyr8ddSh+tHaO9lHI5QT8iKzdd6llkddlJdqROrQm7XYNHjy5hbQvvLdjX3Zpx7EGOUTdWjIUg3lyYpZTKK2gvzmc9E1zt4YyD1y3qq0soU4B0CV0YQBN29Rbei4PotnVorIMyBO8a7C4uUJ3eA2kDNedtYlElOpdiGZ5wIgXcnrJsP7zX1RaJZXjyjG7EhQPDjagUoVRAWYqUtN0xjGdUmjtxJiJEAlCRRK3xTQOlCGQU6kbaVRQliqrCvQeEdtfCeY92e4HdVmNHCuXRBrrQMGUBrSlIWD6cV4lE5Txju3UIQiHKQqQwUtT7DcR7f+73wdK52jsJ78Y23RhIvLJYD1yeW7z25hlefeU11NtLuHYH+BZsw0VcJ2mvnEV1JGezthG1uQKjrh28IxxvjmAMYXNaYVMpFIUGkxHCSx5UKCgGVFtA6RKqKHF1cYVt3eBye4WmbbDbXcFUFTYnJzh66qlrqTmvg0mefCI14u4GJrbRjDlNn7Jh+avt2Sr2NWHw5YCIpOParnMeMTBjXktQZpINOPlxA5LD9Vzbcox2Nh0BRhM8K7Tk4SDhsJUem7SySDnsQXBQIWZOE4ipdx5aGWht4AsGrBVTXARiy+LE1lkPZiXlByMO0oAOYrMP5Yk6UdSKSgu1FkkrOaujGYSdY4nHcMAOHZSfWac8VkXuk3JmDR0WGpBLRtP2rXWsmlW1XYPKrM8yTbnkcWLfqCz2LfxzWHd6CTzmC1cE0bYOu8bh4ZtXOH90ju3lBbxNzMw9gz3AwWGfcx7eiwcYSubOeYA8y52poDVwzLBe8jARdCK5SYgO2SS2bdHWDdq2hbMOtm2xu7gEkUJ1ck+czIoucTCft608erKJVMdyX1/dcitNeIJhgrqyWqPUn98wUbT5ix8k2fMsgMzVUUmoDKFpFJwFrqzHMYkhRYcIOZatoMiLVZMWDtJaj7a+QLk5QrlR0KUBjIJ2TgwjlEZ5ZOCYcFU7NOzgQdhsNApDqAoxUS9B2BQKzjNq6zpjC2IxDilKjapIO/POz3ivBsXbtu5v3TbgDmaBAbz15hUevnWBz/8/v4/d5SM0u3PAWlEBOHQe0OPJHIFhrWgAqlIDDPiWYRlwzoG2FxJpQClsG4VSG+hCoToW57XCyAGmLACt0DiHpt6h3l5he7GFc8JkGPUaTrc1ivIE5ckGxVHVtflxLZEnmkgNHKHOsfa5ZxOl9jqtc05KiKcTk2B514BDcE42VAd6qSonUY1OUpKSpkfQk0U3Un3xEtYKdY/L6Mcq/FbAyUbh6tLh7LJBs7uCIY8H778PUhogubQYzdbhPNC2UGCUGqCigCkLmNLABk5SafHIrrWCVhL+47gkFCDY0KrWMVoPiWpKBBPOxMpCwSgF71k2JcRQoxYmFFpTF8SRVHJ+mXDQa7nyg2C8XlNpbqib3VtULnzHKMEhxe2HPQLcoubgkEHco5rN9ZpyB9CZJnQrdtDY5cGJDN++IRwfCV9tW5xf7vDlL3wV52fnaHdnYFeDEMJyeLkzhSj7cAz36NG0YvhAKIMFq4ZjD89A7SXGNYFhSKMxFkd1CbUxOC0N6mYH2zowWtRNjctLwuXVFeqmCX79PKxjqEKBFKO+vJCQHcbAFGqIjxZ2QdZJwh54oolUz0eMO58jJwkapnGKjFpwobSYNiLd1cQls7BpREwG/ehUK6mkeDv8ysFqCfRt4/6RIOqAMTn9PVNfb1UpOrbjjUazbVBvLdwbj6DZ4vTZDXRRgbSR+DnMsA7w1oHhUBUEZRSMLqDLAlQY1LYFM0GZAsqIt4l4L8oowJAQqW0rKr2GGaUiaAWgADQBhSYx7GCgbRmt87DWwwUiZFjiwZFiMPXzHuVMiv1Pxift/xxCnrrBWgN5VHydbNddUeMlSbkmpJzKXoy9kCDLcCbEI+E3lyT55fozmdYS1pSOzVScnZ0490HdfLVt8Mabl3jlq6/h6vIccFfwzqHDdoxOgpKMgWCRrFVrJRgiDFAaDReImnMOYPHFp+HQeo1t26Jycg+ktQ5N08B7hvcOzjvU9U7UhAiua72D0gSlgXa7hakqGHsEFGO/E5z8O9ayHM7MP9FE6rbhuiJrh6Butzk3gqV+zL1b1Yd0f4R/Yny0pXqGYys1xWCHR4XBMycl3vyqRXN5iVc/90UcPbiHk+eewtHmCEobqE2Jq7MLXDw8x/Pvu4/SFPBgFMQoNYGPSjjn0e4acYZpPVQZpCkFaPYgJuhC7kfFczDPjN2Og/BHKIyDVkBpCBujcLxRsF4spqxltNZj57jzEVgUYuKrVXoBergx48MBEbsBTMp+D8C7tT+Ps10pP+M849FFi5dfeRNf+oOvYLd9BHZNtyeZxTqVOblLGD5KKZhCwWgNrRS22xZt02K33aGoCujCoDRGTNS9CoRGoW4UXnv9Em88vMLVtoH3wMnpKZpmh6vdJdiJQVFVlvBO6t1e7mCUwdMvPo/qpEK5MX0n8HjUwl8jRIoz35ZVM3PIeoJ4U5UPBySUw/aJ47iujIlEh7yKgOd+BMSYdVyaD6Wwj0B1iJSXxodHD2nYqVw9NEbefQpjFI6OjFw+JIX6fAci8SBRPE2i0jOyAcWsWtw3WetQeA+w+OwDKzit4J2Hd9xxp0TU3SFRLPejNBFaEuLjKRxYMwLhki5qJZ944KxVmOBeEOy8WbBH51kjNcvvzdrjv0MuE4kbqjFXnp+l+I0nSWmabOJMIWtXM8f5p0zvgdLeoF3jdZ/8yCmJBmUsIj2afJvftzR5P17na+qZezqon2eUWl2iqR7HM1C3Dk1j0TZNt377jATSwZkz227LcTin1YVBEYiUt3Jm5VgCHnLrxDKWCeQlEgExg3c7OR5QAENDKQNGgdY12O0c4MMFYK3FUIMlRI93rrOATTs2sFkbdf0mDPzXCJF6GyDZiEsTchuMxpoJn6OV+/IMfnd9kpIGSMMHFSDJ+zmNzr42eAZMqXH/6SM8fHAPTctoHr4Gd7lD/foboG/4Qzh+6hTPPPsM/MkxnAUUlXCO0NYNjDYoCwNlSkATiqpAs2vhW4ZzIUCl0mBvwd4BXjxOaFNAEeCUXOaNUuG2BhrLOG8ZihiFBo6PNQqjcFSqTqVVO4Z1jF0rRJIAFEaLmyYTNmyC2G807+8CMT26lUrhXdCsm0PaibWTlGMkF4qPMDdWUZLa1g2ct9AGABuwA5hakGdoaOB4I7GiLi46QkdGQ5kSanOKQgGVYjy1OUbrLM62W1xtW2zbBk2wVmXImSuYwdyiKApsjo7wvudfxNHmFJ43uLpi1LszeG9ByoOJEU+dbNPCtRasxPmstQ6mMFDJWh9pX9dxyQvwRBMpGqDHCJy8Hz+ZS7n8bPx+gJBHC9xjOA+L3DFnNjpPj3j3qu5SwSbDzVwXQUbVVFSFDfqleou/iOCjAJGaYYi0ucyqEwFUKtx/4R50ofD6diuB3doGb7z8Fs7Pt2CvURQFnnr6AUxl4JnhoNB64PJqh/LEgJTcvSoLDUQ/gSCg9XKQXCpw8LDeNHW4lKg7L+4MRlkqFAbYlKIKdN5j23hsW49SKRgtZ1ekCKYgHGsCB6eePkhWrmGxpCJxcEsUBLCM9CCTt2+Gxuz+TPrHoGrpil6qcgkJ7aVifYY1wSQHReYktLWQIU7XITxzRCg9Akj7k9uTBBlfTZBrFlTgfS++ACJC41q4toFtauzaBm3dwFmJsktKoSpPoIsKRXUPpDwcWC74ksNxpbCrz+G5RQsJ2aEJqIyBIoVic4qiOsLm+BRmcx+sSzEYUkFqY7GkbVuPwihUhYIuCJ4s3nzjNWyOtyiPLlEUxyAtmhBjDJQWLUjX58zACs5Yx+I80URqH9yUy5vbb7LwhkorsZsJSJt7SaZXM1yPndhHoCab5Fpi3KiNewaOOrfpgWsKbHZuvFb1NKjJTp46htIKD796Br9T8C3j4q0rqKsax/fu46lnHuDk3glgFKzz0G2ITlpbmMqDDAGKxI8fGFeNWAZ6x9hosfjzoHDnw8IoHRzOivrDE2CM3NonEFrnUbeEuvFwYvmLoiBwKYRKK6DQCuzlvKCxwRLRRiLFICgoRfC6V98oUFY1klcRLcsr+84AcozaNE++jsWy96gkKf25Rse4T7dI2a+rIFvMmKKsKHhNvSlSHhOqpe2nSO4OGq1gdIlnn30aujC4bFrstpfYXV2iOfegphWmSBFAhKLYQJdHMOURQF4MHJyDIouqJGh1BRBCuFEFpcT8vDAGR/fuodicoDy+D6UrMBTYN7IftQJcVKt7mGDZCs1wbHF29gjOWrBtYAsHpQvocoOyKlEUBQiixeDIuQJR7XIwXn5PE6kx7JOscmnT30voYu3GWSvd7JWebtCGtTDHMUbgOeSGQ1Rc3Onky5MC5ZHB5kNfLxZ/FzW++PtfhnMO1eYIMAV2zLBXFgTg3v1j2FY8o9tdC60tju5tQpMUykrDew9bWzS1hW2AqiygtEZRlVK7tShKA1YETYHgcJCINeFEaZxuRB+4axnWA9uGcdVKuJFNoaA1YEKAR0C8VjvPcF7yMHswGIVRKJRYR3U6o5uKu28zPCHNvF47b6yX3Q/THcPQkPuB73/mBCUIldng+MTAe4er3RUuH53hzdffQH11AXYWyqALAV8UFUxZwZRFLAnWeMA5oN3h+JRQlacgv4VWCkVRYXN0gqKsYE7uA9qAjein2QNkxbs6WMGxeJsptOzSxjH+4OU3UBYF3v/ccyh0jU1B2O4uYS1juwWc12BW2GyOYAqDzaYMZ8oFjo8rmMKg2IjUtTYW1RNOpFLt5zKMEe4hKrU0VaKc6P5di2uWCFy/P2jwfLaBo8LGBHiw37IUJlHVUZ4I8+hbeqW3P58aX+btzbP3wViaICUOX6uTKhwSa1SbDVxrUVYFdKHllruVYPXes6jdjIZ3TuLuWAsiDSIlEYApROn1KqjvOHiD1vBBtRpdBxKJtKS68evN2JkgZwUhurAP/fdeTCM8M0zibFfFA2ktQSSjMYZjBjuAwCGYXTeME0U1AeFccKyPOoAXjVkXs+wp7/DqhllorHW4JcgsMhr9TbULcZzn1ma2XcmmWNSFzEp6yd1LHu/w8IuFK/KNg2ssbNPiUXMJaxucv/UIu8sL2KYGhxu1oslQIGXAwVqHIIERiTQsK4g+EDDOQysNt6uhlIYyBYrNEYrNEXS1AZQCKyUOnOFhvQdDQesCRpeAVihLcWfmQagbC+8t6qZF2xbBSKmFd+LBomkA64C2aWCMRr0rYYwQpbbeoCgMyk2B6mgTzNv3wxNOpK4P48UM5BmpLNKfSTNXR/p7XE40Srj1DZypaw107UiR5lgzc43yllIMCRygCoJBAQeDe6enYGtxfLJBsSmFULFcst3uWlSlQVlq1E6kpu2uRlkU0KYQrxEElKWB9eIKZldbaE3YlLrrIzsxklBEEotH6IucMbHc2gcAbQhlQVAQKUnCgACtZVgWs3StxJNGoYHCAFWhQtA6Qm0ZjWV464J6R0noEB2o4EH2u0+YCLYASxqK65aX+577fXCBN0g+nrHIoDjLcI3Do9e3ePP1h3j11dfx+quvotlt4eorkCGJiK0AZgKgwboEdAUHkrDwjlEU4cI5tAQwVRtQUYGbGufbh/BQ0NpA37uH8uQEShfSFgZa72DB2NkWnhSKzQlEwHKojsI9qraFcy3AHhdXlzjeFDhu5R4VEaMoPZq2hbUW26tH4l4MSrAbKRwfFygKjU1Z4v5Tz0DpYtV4vieJ1Jjw7M+QcDjJqew478Qr9GIbaPwA4Hy8Jcrp4JEu6gPPsyZiVUbfP2yWfI/RcGP6MRe+omqe+zHqYiTNPbMwlCVFpy123QwNHcJqiESjOi/MDEbTWDGWYAn2pghQ8CCSDeJI1CNaAcyi0tvtHFQhd0agJWYVrMTbUQQ4iudG1LWbWQSpKEUpRTiqgnqQCdYzPHvsWqCxcvZkimi+DpRGzrJ8EfJ4QuMYsB46SJFi2itrghHXXEbOTvwods9Hc7viJGhumibPcoRkKRT9weQ2kb5zzNFcu+bKy72bbdNYUE3LShbssvYlG3RD9nxyKBVxjHMe222Lq8sdXnn1ES4vt3jjtbewra+C+qwGKwcqNShq4Ky4PiEFqKIAFaUwY0qLebj3ACxUWYUGOJxfiCRWe7nMe7m9RPPaKzi5OMYHP/gSSGk4JrRXFt57mKqCZ0A5h+r0VHxYGoKrG2BLoK3oU7wn8ZJeNygKD2IPch5E3Dln9hx8BoY95T3grEcLh/PzN1czJu9JIpXCoZzTeo5uWfaZLGim2Z22jwbExU6DRDPbNf1KwJwFTec+aaHeYZE0aeeUiM/lzadNJcshiiIAPrgfkk2qKN6REuIg46bhrINzDhtjQESwrep8DaYtFrUdgY2Ctx5t7VHGcoIlEsJdKlGdCDHqTWspRPxleIiVFCmGCbpBZsLOirTWOoaLBD/crxK/aaHPWohpbYWLZi91S+iQvs4B8qRUvZzBmCthoP7KcHNz0nN8dCOJJ0NQs+rlTCVrL0HvJcxrKXeu4AOQyaSaMPDeS7iZurY4P7/CwzfP8aUvv4azs0u89eYbYG4BamG0XBKnELeNg5aBAFGLa1HdKa0DMwb4cDHQhH3PrkW9vcTV5TmcDs6TbAOcn4PbFoa+TjyzhJllBlRhxP+lMahODFQBWITl11rBG0F97ZyDtRaF4aCylIgFCC7DPEQTQewB9vCs4b34GPRbuce1Bt5zRGq0v29VjfBYIRFebtLmQ4lynkPGJGTHuOwpkZmmneNm9/WPASijUGrCvefuyW33qkAI+tS1TVwUKXhTYtcyiBlFEDyYAW/lBwXntF4pcXGkFDZHQNN61FvGUaVBmoBSoWklXwHfmZm70JOChOhwiE/FHKIZhzGrCoUKCiclYANn27ai4tvu0BlYlKWcl21KgAop21txbFu3DtzIOBRKwoaYggaCUzhJ6+bqcUI/jzcmUQfVOYZDa76OqnuuLddRrHZ4KDAd1nrUdYtXXz3D2dkWX/7yy7i6usTl9gK+dWD2KMpWRGxWGAenIwAach5FpKB0AVVswNAAGajySDz+M8DOwdZbbN98A/XZW+Bmi6OnTwBTwqkKvN2i2TXYXZzDVBug3MAoDW8ADwtVaOgjjeq4AGmCa2oYo1AVBlYXIGcB3wJcAGzBMEIkIXenxI1TPMF2UEzQXsM5K9aCXkN5sUJcA+8pIpUSqKzoPUlPg5dDv1KUqP9m9XBdGWO5JitlcObsKcO6LrV9nD+VrgYSV3g+VK/ly6fxFx6OYc6ZbBTS0rw0ej+Hbfo886gn5q9OCgmJrbVEAx37OgzqD2gAHnBOOL24RRgM79FJVpoQ7qQoaC9tcCzSjLbBUFcBrvVyr8QTiPREQh3gkFB6HDNFCPUIOxm9WxDk1r613KlFdOewVqQ30122lLK9h6SP3iwgHegvCyfrbzScOev1fYLEjNzd/c1JX9mCZpLR+OEoz3gNXVfwGWcY77fVZdDatEEaSctmkZwurxpcXu1wdnaJN984w+XFFhfnj8Spa7OVPcEAUeCwUrE21t/56yOQUv1dpMA4idgl60bOWkXyJ62hixJEGlVZ4vTBfVy87sGtxXbboFIGRRXWnxJVOBFgCg2lFViF1S36aUSxXwXzIkbvoSU6v/XOw1tRoSui0CyOwhZAXqSxdXYTTz6RSrn5+HtpoUef3/sWHk1+ZeLzLrBrXb3UrZ0uSwectH+hQT1Sn7Zq0fvzaEPmiFMWCURRaqYtc6SFkn8zzZh5Oy6DBlv95KmyKyRtUqc4CpwqSoJ3jNoplKDOh61joHVAwYBhhiriFXCFSkuIjt3OgRyDrIepJELp5c7BgKCVBhkhQTYQGmKGpl6hGF0qdf2jcJGXFMqKu7OsxgpHvaudtF8Fz+uGUCmCIQVToIsXZFvAeY+m5uBuicS5roYQ5jgOI4S/BqlO1luYWAJGl2ppusmuDdPVk2WeRkzAgEFYWcNsuilCuDWYFOsB23h8+Stv4rXXH+KLX34ZbX0J71poNAB76LBQOVBSZgZBkHh3Vh7UeAxhbpTWMOFiLZwHkw/h3AMDowBWBlAlzOYU2svdqgcnx/hjf+T9+D/W4tHDS5ydbXGiC9y/H2KtecA24kS2PCpAWnpFnsHOwbct4FuQ99AsRhcO3IUN8R6wrUfberS17IGi1GAnkX7hlHhUDy4P2K+Tj594IgUsrbOx3BGf5v3aDXJNOK7lnZJDzWk5S22dJVAZqtORSqIQ2G+58Dlj8KW9yaNdnsNnfYvig4Rwd8+nCCmSoSTpYIwmximxgg4bj1mS/ptShLIy8M6j9oyCRDIyRsEz0HiGaTy0JmhDYm6ugKLSYMdonYNvLRSA403RcTxioh42FnrJMvZDJy0D0HluFyt0KYQIqIw4w60KUcvYeAm4YfEIoAiFVuGeJsGUgA7GIBx8BLZWMhLF0CEUzuh6r+xxhGZVtnvW29o1v1qU2pNmzFjGhx1TsodA7mO+Jnv8FglTXLHBtgGAIPrdtsHLX30Tjx5d4OXX30Rdb8HtOZRvQRyCMzE6KSOaoVPYMxQcQkZfoAQOBjsEKgvAkFCVcOfBWovjTYWyMBL4UynURQVdFgAYrr2E0QUKIiitobSB9QqKFU6NxqWVS+8MD9ISkoPhwV68/xcEWEXQStZnWZRQpMDew1ruFp74s/RorA3SUomyEC8wRgeNQyDGbqUo9Z4gUlOYLtuOEGSIRs85Uvf+VtdxV95Q1uAUiS8QvnX8xkLFSwVk300fjpuXQwKcfYuJim9Nf7qRmmvf2CIyMJ46ECTHHiYSCkWwjuGZoNkJodfB0SYFgkUSjwrBYW1ZRj07QwWEohXgibrQHemgKGI4IJxT9c3kIIkQEFxJCXHxnqEsULvgpBbcEUMxIxYPBJ360SHEuYpcdU/EpR/cOzcGMFjwA0ZmjSwyGe2VKfcXvUYgm2UcF+odM04TRmpP/j7xUup55MBB2nGWsds2OH94hddeeQtvvvUIb50/AnMLQgOwQ1T7xjx90dyp6yg+HLeHKETEJVB0eAxxKBuvNXArzJEyRi79EkDUgBSJ3z0WRstDgTmYsEcqQ0G1bIAQgkpUdqDo5EK0BJ2FLXce0pljbCuG9S6EvLYotAEZsXLlwH04lvW8Bt6jROp6cJuEKUcbDin/VtoyU8h4w1+HCKaSw9sLQ767+5ZgpqJQMEbBNi3gAVN7CcxWEnYNgSzQWouy0tBGw4PF9Htj4FtRG15trZwZaYJlsc7bKAV4CSKnlLjc7O5aIbleQOhUgS7u/dC8aLmnlBhOVBBDDBuIVWvFhJ1ZCK5WQGHk7MpohbIQKy5mhm+9BGVsbHegXpaCPMSrxXCeliTirwV4HP0liCS921nsti3+9++/gkePLvD6a2/A2is4biEyO4Nd+BbVd8ydr8/pOWdcQf3CVogaAxXCvJvuHImbFs4VsI5Q1w2sdSCjoI2HUozN0RF21uIz/+MPsK1beCYUJyUuWo8/eOVRbCHMhqAMw1MMCaLARQVnGjlXJQVFDFPEKNqMuqmFmBmxrC3CRXnnPWzrYL2BaTWef7ARFaJiuNrC2nbVGD/RRCq/6SiLPJcWKI1+CGPBgzIFUslniiiH6qtcnlHFM3a1GTkw36d9LOXSswOgH4OR+i4VdHKs6w2oWBxC6n4ESXfUqjn5TSQoOdz1zFCBazPBDlzOfQB2Xm7TU+D04v0rlnse3sol3a4hzGDnE8lIBRWg+EebdZIaGWZOgmSGMinco5L5VFCew6GyqPisZfhgLKF171ZZaYmSmkqnzkUz5/6+FQ0aw8m660esG9to6r5G+ho/H+TJZ+le5zi4zHqZuUI4C5xJna6bZe3E+gVLQfpoW4+rywYPH57j4mKLN954E1dXWzTNFswtmAP6jyFdMBae+vHuhqD7Tn26pC/xvDUa2zDJ2ZC1DgTq1iFRMNAhj93lVryyNA4ggtYaUIADoXaQOFXkYTYA6cBksReLQS/eJKz1nRKDgkcLMZzwooBoPJrGoWldZ+fBIImaDeBy18AUGsXGgMmtHu0nnEgR1BiBz8n5Y3ZyegovX3OWbHGjzIzq9HFepdXhiHG5o1KGEYgw+Z4tN9sOdAs+JhQV1lgeGebujRfy74HgkSEtgyPPlxL3dZJamial24fS1sFJI0voDPaMlkXiIMuojkWN1zoP7+WZMmIx5YnAmsAKYNKwrUNTWxxXKtycZ7B34NYFAhrusATVSTqosSWa0J3xse8lG0JATMGbvFKAhnhg5xCMURzbMhoXOGsiVKUSzxYkARwBMQhx3sM6j7YR4qsgznJN8C3YG1rQYCEzIrMRMWdu1HtuPl1rcxLa/nl6hyDZe7NahjFRzBDrlHTstg2+9KW38KWvvIq3Hj6Cbc9B7EDwcm8oSEvRGCb+F4ug1OpG9SVHNXG6O6LaDS6oqrUW/McAK6BtLGzDUKUWT+bkQww0j4evPwSBUGw2OApOYFkzrAI8NGAtFDkclQQmcSHGwVLPWY+2cWhrB83iRUIpMaf17OFYQsvXDeNq16KuA5EKhMw6BtsWb3KLo6MKTx9thEitdN73RBMp4EbM+l6YIvJQJ03TrSkr19glOnobMKbZqZDTExLO1p1rW+73RGpYyPd2AgPiFb1U8E6siZraQwXvD1AiBTWtC1ZTPdmVsyqNSgkn6Gy8o6JRVjH4nASBg9ZgLcQq9aIRgcZfuJ8L4v6eVeSiQegIEjNQMeBdCB1iGS7MlzbBbD1ITKXRwXVOX4FzjLaVWdBaJDG5iKw6aS5y9908ZhdgumKmMLdu4rtD1sFjUAYcDANpd6bxlxcNXn/9DP/P57+IXXsB62uocHGV2SLo0OC72Y4m3IzO2hzogi/2JqJD++POai/8tm0L48X3o6wdAqDAwexbR42AAi4eXaCpd2ClQYrgFWPrGrTweIpOoQGQ8zAVQWsVq4cGoAsD1gAZB7PTgIqSGTo3YooUtGZY57CtW9StQxuJKGRPqODOybYOO7Q4e3SBqtKoNnrVXDzxRKqD7J2bGyzt3E69xs3J1HXMnCQGHI7Mo/Q13EPz7cuVH7nouUTd3lkqK+4rwhQZdz8T7p2TTdklmGKC1AJzUeWT7fJoVFS/YbxzwWacOs7VsxALBe64v3gepZVCHbhg5yVMvNb9aQF7H+6p9IfCUZ6cNI3SVg17E6WtyKtT2m6WMCLOR7uOYOnlhINWEFWlUujPojwkaF5wqivjGKW2wJZQXnMwse7sfqcvOPk5FB8n0zupYebhDbbrePWkT3N6AXm+rJ8YEKpR6QygqVtcXtV4+OgMpBuQssHIRiaKw4FldG1FyR6g7msorVsbDDCPNAoJDgGi+aicUYnuDcqEtREPQdmDvUPTNNjtGmijwxqFmKtrkczEcRjDGGF6+laJdgGKYYlD9N6wLykaYwTr1Rh3yjk4L+FqdFxX4f4NQdrnvZdQIkpJNO0VsNZb+mr4R//oH4VO9J9v/MZv7N7vdjt85CMfwbPPPovT01N8+MMfxiuvvHLbzbg2UPJJ4XFLBON61+7XNe1aS74P7vM1B2XJI/ec9Hp4JcPCol88VWl4TTivHZrGgy1gSgPSGo0FyHsY9qgUoVJAqYCjjUG1KVBb34X4JrD4AlQs1MBaKOcFSS0MTJSaFAm3GhFep/UZf6TxUFqhKDROjxVOjzXubQilkjss253H1c7hcudhWy9WWQRQAZiKcHyscbRR0CQeqs9rxvmVx9XWwzcO5HwIuBfoNmHG+izpRyqSZ3o8Xsdz++pJBIIwNZcXW9SXl9D2CtrV0NYCtgGcDdPHQYqKc6wAr0FeixUopyWiSzf+FsERgxWgSw0FhrIWmghGE4oK0EaCHbb1FS4uzvDyq6+haVuoQoO9BEQrvMaLzz2Nl/7QCyiVkSCeVQNTeahSqlUQNbU2SkzZ6xpt3YIbG/xQEjT5EBiEsN0CV1u5pM5eCJksHaHGrBiOGA6Esizw/mfv4d6mQPlOqvv+5J/8k/j0pz/dV2L6an7qp34K/+E//Af863/9r/HgwQN89KMfxV//638d/+W//JfDK6KEyx6xbns3w+DUP8kcDSbmxII+4bDCQdFJ2TxSHYybkSuDh0+yRIZyChge5k3Emw7fZXtxGOqYS50y1V19nP7aX0bf/mS7ZiXYvuXTjT1NH4U1IkBpgmExVW+d77g+ZRQ8vNyU975bAyosKFNoiPmsWOOJIYMJmpreQ0n0s5a9Mh6nZDB51K2TcU+Y+7XY/YUYhRjjoYJD3agtcj74S/NDTxZEErIkqgfF+4lIWcwAeRdCPYgnjL5lw3WZKqIoeT7bz/yrx8v0ZSgmAdPjtqUNlqaZUYHUjUXd2nBNIRTUbcHeNXAXDBUUrp2IVDUtNQ2dGtcEdUwDkSB9pSKOoa4GgKAKQejnjy7R1DUADloCoCwKbKoS9+6dYHO0gTEGrbZQhqBLPVJmyI+2lfDwzbaBbxrAtVBa1IJKk5xFWca2brFrXdBkUhQGu3EniHVsUWhsCo1CK7kjtXIRPBYiZYzB+9///snzR48e4Zd/+ZfxqU99Cn/5L/9lAMAnP/lJ/PE//sfx27/92/hzf+7PZcur6xp1XXe/z87OJmko92sv7p0fpRTdzXGJ/e8RueBcmj0SzTx+na17X/dkI6yh2ONGXAcyCpe1xXGqtsw5mpqvJ5+KJwgoElDxFAForVHvHJxjVGAhXKVG04p1nHIuXJSV0CAKQFFqWMdwViQwRcDRpujCxquIL3SIG9XXnFmSNPg9Vrum/WIW57MpDhFT397thHOM1jLqYN2nIARKmyBBUvAdqEWCC+f6cJZhw6XKQnHwFaiCoUXPcfBweU+Zo1mYLr7Z1PvWy0G81HTXTrIv1hdmL+n4IDkztrsGu8bCUvBmwtFwPEihSS4OBD4eRjF1DxEJDYV1O2UDhmRPq7i/COF2HhTEC4XXjIuvnsO1FoqU+MsDcFSVuHf/BM+/72lxdwSGMjvx07cp5K4Eozue8J5R1y2apkVzvoXd1YBvYYpKiJQR35e71uKybtC2PhCn2N+4voOKGYyTjcFRaWCCIwKsdIt06+o+APhf/+t/4QMf+AD+yB/5I/hbf+tv4Qtf+AIA4Hd+53fQti2++7u/u0v7jd/4jfi//q//C7/1W781W94nPvEJPHjwoPu89NJLj6PZ14J+Kpb30Ir9sKeOw2BNHhp91pQxTs+Yz38IPFbOegbKUmNzZOCI0Dqg2VpQ8LUnlw0B+OhnT/IoTTCVYHoPxu7KwrYOpAAvAU3Fuo4BnWFWJkC9wNuN44Sv4KDPHzL10WcgIH7XylLhdKNx70hjUxKMgnjfqC22O4umcXDWB7NMgjIKpjIoNwZVcLLrmHG5c9juxH2TtQ6evaiXEBFG8NkGHqooHzesruPxNCZd85YZDy+vcFHvRPJkyBkh+4HhSt+c0UAlEzneP9TNbHCPH4lYoHEMgBXBaYIPC8OAYMij1IwX3/80nn32AQiE4+NjwZtPP4VqU+Hqcofz8ytcXm5RbSoURQEfrjw4x6h3Lepti2Zn4VsJ0BlJDbEwMKbQYNaoG8blpVzaVVDBYwa6s1EiwLcOx5sSzzx9iueePsK9EwPnLaAlbtwauHUi9aEPfQi/8iu/gl//9V/HL/3SL+H//J//g7/4F/8izs/P8fLLL6MsSzz11FODPO973/vw8ssvz5b58Y9/HI8ePeo+X/ziF6/dviWk3J0G0mKqfElrNmvu/Zx4NfrkmsUzn0kF3H/6DRC5N5G4xo5bh5XNSGOD9gTT2rQhgyIy2LjrVKb4wVzkBqvv7STZoBgKh8tJV8IzpUPU3nCg7JxwwJQMWS+JcV+eCk5tScxrnetv3XfDwugOpXtSgvk1krSrO5yecNSh50xJ+4JFYUAORounCqPl7EB1dXJARuEeFXNnAh9dK5FCFweoQ1yZPCORYjIjg88YYc+mnpm/tPdZUWj6me6VtSzUXLq+MIKMj3Meu7pF09poaxPq94P9ljaNwtqidE8m+zD9Ptzq3K0pMMQ03Iv5t3fizii2UhHj6HiDo+MKZVVis6lwdFRBF3IC2rYWzgfGQ2sxjuCkd4xBG2SZc/dea/lIs4Q4q3DHsGPWCSG8juQvC42jowKbSvxUMvvOE8wauHV13/d///d337/lW74FH/rQh/DBD34Q/+pf/SscHR1dq8yqqlBV1W018VZhrPpYWuZpnqW0a+udexbblHIg16qLMLoFn00yqHM6IgdVtxJuh1OOFm5VpeBsvE8llxON6YkbBySgg/TkEM3oPKAc6rqFv3C4/9RGzq1ImsgQpCGcd2j1ARaikbZ28xrxWqaYOOoxIKM2WiKrBhWM93KPxVqPxreB0BKKQgvnS9JBrYHCqHC+wGi9OMX1zqMwYpFVFL2Fl08auLQ+bgw3KOj6KzLfhLZx2F41uDi/wm5bx+vc6E+hRpUjmcdIsCaJ8qM3YeE8w9ka2G3hvYKlCqYwMNqLKlcRytKgKAvce+oUCAzUo0eXIDAKrXB0ukGxKYInFVEbKy0EZ1Pqjpnd1i2a2qGGgwNDkUJValQlAdziqCSUdIQ3UaNuHZyPVzAkv9IKRVXi9KTA6YkBXBNitsm9w7WT8thN0J966in80T/6R/G5z30O3/M934OmafDw4cOBNPXKK69kz7DWQM9l9Shy8m4u70qEkUu1D2FPMvE0XTYBI8FAS7s/X0rKe4+XfsfJD9qwB+F3TZkYwg5+0STD+PtSHetGmJIO5M6yB6bq3dBx/n36hUSi0KWW6KdOiBWBAc2dRMCWA4sYGXQCNEFDg4hgPSTKrlYdwbatGGJAqc4gYY5Yde2iXnJjREZBOIbRUcfQ/2Nm8XdZFaEoxEuFnFn30qMPzgiVUp3lIcLdFrkPo4IHA7kb1liE+zLRuS13odDHYzu4JNGtPcovjYXlsm+FDN8vrbu0LTRdriPrivRkMd6B887DtQ7eO3BnYNMbQ6T7LK21M2pPmJgxYhjvrCGZ4o5xNEqjKAuQKUPgw2i4I9clZM4VSIuUc3RSggAYo6GNATGJZ3Il3vopepewLaJ03lzt0NQN6noH59qwFriTCLVSoEKhNBreA03wIhEFRK0Jx0clykKsAV0iPPIeK9gUHsuZVAoXFxf4/Oc/jxdffBHf+q3fiqIo8Bu/8Rvd+89+9rP4whe+gG//9m+/vUrHGoADki9B1AnnicZArp+WOJTfl2tOWeY1jU4IT1oFUyeRT5qRg+4dpV1IVtbCKHUKgk7eH5OtPm/fzjR67rBjqbZvWJzk7K845PuxBrr+sqgsTKGhjAK0gmsD8uaeS26tg7Nisk0I9KrQ0KVBcWRgHaNpvdydCvPXNg62cWDr5HwLvaq1H7VUtZdpY6IGVDRKmUyLqAHDaLNc/o38PZGcJ1SlwlGlURrxXOGdSFdt44PEFAI6EuQOVvAYXxZaohUz0LQilTWNeBpgHqo0c0h6CJwshzgC/XpIVaTTyUofUTJ20w2W3XLjItfhya6pTBKg0jcO7B2CaIBefd6rzOK6Gcapi38pEKWQbrBPeZAfo1KICaUxOK5KHB2X2GyK4AJMsrGLbpjkTpw2Cqf3Njh9cITj+0cwugC8CuEzPLRzIGdBroHbXqHd7VBvG+wut9hdXmG33cLZFlrFczKZP6UIRVgbhVHdOVTsgdKEk6MCVUHQysVRlNmNxHQF3Lok9ff+3t/DX/2rfxUf/OAH8ZWvfAU/+7M/C601fvAHfxAPHjzA3/k7fwcf+9jH8Mwzz+D+/fv4yZ/8SXz7t3/7rGXfdYFGf1euxYPL777fdgUH1A9gYKoM9Azh0ibdV/Zeor0izbsZej61RzA6qLQUAfDAthEHrypE6QUHj9NhvFW48MSk4JUghqvGw+jgvsiobpA0GArR3Wh/JH7w/IwydEZi6OdkSbJgImgDaBCqAnBewoHbQJivbLwoClRGOAQmgLS4WNLJ2RQ7j9YyGhb/g1oByujk9kMqL6RP5lr39sAhjMwEggWJAoWQGi5wsEgkpJm9McfwTcTCwAhFi510pbIXF+XWgusrkCaYTSGRoL2EfSGtUJQGXGiJiUZKVIXcyuVvAOxaaCYAGp7kRpfabEBQUKxxTCJ5XZ49hCIFRXHFekAVcnbJFtb7EDiU4UMUkqLUKAsNTYFoMwHkA1fgQwvWwa0TqS996Uv4wR/8Qbzxxht4/vnn8Rf+wl/Ab//2b+P5558HAPyTf/JPoJTChz/8YdR1je/7vu/DP/tn/+zW6s8uqskCwHBXH1juhCgl3MOkvk7MoU466l5HCYFnCENmlVPmZY+UUvXFUGpZhBHWmyM+sZ5cW9Pnk/rmGpAfsINhn9A5C2MpkwNPr8KdqSAl+LAvSQfTWeoNLCjouYhIXCM5KVPCbwghiPMcVTIdpx0uuw2N1WPMqkEz5W9ORRj9GaUd4XgpgruwD9zVG2oZCL3BV1s0Q3ahfQx4T4iucEDU9SNe0XGOu4H0MbxR/BLM2Glu0UgHsvMyTXxDUnaDfd8vU/mmlFhGKkVhW4vELWmHe7yXHfqHwx6vFeUSIuhFWgczyDuAxLNk6pOzi0vtGR5eHCsDwVo1yJ+qZ0CYgy0hUfjO3TokH/rXrT/qJHW5ahGtEPsuFUbBdGpvDBZ0HzNrXddvnUj9i3/xLxbfbzYb/OIv/iJ+8Rd/8cZ1rVlnY65ysux7XHHtOm4sTjwGkeTt4E5XNfmdYJMPhukERMs/b4B258CeUbB4flDGwO4swOHOStBHUjTrVhKhtGk9Nka8qBsj/orYswSHIoLWBp54dFn5MNkq1R6N8X2KKFMGYrofRI24qXo0a8NZVdO4Lu6PMRpaKWgT+qwAo6Vf5DhcJvaoG/EuqIM0aYJBBoCAEEc0NdPGdzOUpQGOS5SVgqmBpnHdu/R+VMIToBexegkqy1x16RNJI5lI9gxvHdhZEFsoU4iKujSoOstQITZWEZyV87OCjDwHQCpY9ZngbBkM14oz413rYJ1Dax3sdgu728LWO3EFVmqQKgAiOGdhvYN1vvP1Z7QSB8zEOD0qUBkFBQeKvlUcJV0jjM//5uC947svwGBhZNxQTCSiLhP2745sueiDlC1i7f7lBCWuwfZznCjSfnAiFc2R5vg609lU0kukw8jxjHMM+kH9l4GMF5uUY4opX+5jgYxkEmSNaYLkvZzlcBdw0LEH2T4gofVRjRc9NQiy1grQBXW+86h1ctDceQsQz9BKa7BSYb928vBUJTazRgbIPc5Zx7Hn5O6+PJ4slZ4HV0rOWcqyPz9gQLxet5JULggLt9ydqZAQeCBEKPAQdVDw0NGHD0nbNrzAHY8qRNpLFuJNIEPAJzPOmYSZdN6LxRy3LdjaPnuScKAkiBJQQqAGBSdLMMpjBHTHweP59Szm59Y5FJsNvDHwrBBJJbGExnAWwVdl8EsZ5tbqXiqPO56th/dyPmm9h/UObVvDtRLmXpEwX1E6c/DhLFJmOrrUqop4QuilFyTvtErESA5GRLRO5feeI1I5YPQTnCNS+fXfI2xaSrlWbZBk7TbIQcVl2jDGSuPvB5g7j2G0nZC428y26lA1yphoTZDooLBlDDU0qpD0a1WAAzOEgUO6/jheFRreM7ZtK+oSZpTHBkoR6p0PbfDh/IDA3sMouadUN+juGMEAhlRHtNk7uacEguVhO/r1sjyg+fYPIe3VADmnzMdoDlTAOtoACA52GxvCgVhR/8V7WBSIbFe+EsKlIEcnzodLocSdJ3YJ3Bcr5q4d8dRjvNxo+CP5nlk8g/GZjsFayLMtwUmqdfBtA3YWkdkZMovdjxHFGreCBwxKLn03Z4mxhfMOzjsYo8HawHuSQLgQ4wbmYPgjIZ1BLCpYhgbZwDn6pHwneaxjWHg4eNi2gbeNGGCQXMGgEG/Gc1AIcgjdAbluYYyG0QogC4ZYDyoFaCUz27kPA81zXiN4zxKpdHHmZAsk76/DpN2UsXtbYGxNcQBEBL22owfV8q4fvClBJgUcHRm0jUdTW7SNg1GEqlJh8wO7ywZgOTQWgqWgjREppLVorYQ0qCoNZQiKow6MoSOfHc4EkFrx7RGKc63P92J+vS/OHwHQhFJplKy7e1fWMhrLYLZgULhMLMYEROJpWwci3F0EduL30LOXAI6KYQLB6pzbJiQpPeNJzbF7PD42014eojXrdC4NQRDmmxc7vPnmOc7rFjvvQRpybuMlBhMgksqQbxsTqNzMxG8DD379aCQFNm0LvrqEVRXIFGBddD4a4/UAQwqqKsSIwujQJgUd4o1Bqc5i2YvXSomzxh7eWzy8OkcDhidxEVZpgFhU385ZMRYCwToLdkABgjYMVTjsWgvDCmXp0EKDWcGHAJCaGEALoFeTLsGTTaQyO26oWkru7GdY60VmNWWGlpZ9QgX3b4DxZjoAW3cLNFNLIlFx5vGwYQutTO1HFxXm/QZaGNUJw9s9Hbcz35jJ+Owf33zdS0DZX9NJJSaQJmjN0EZ8n3mkJwdiVOHZQ9mYKai1FEnsKpY8zjOgej+CgTXNcFNxhFNpaUVvKDMOPL+KOfyTrT72A+nekgubrEWtFA1LRDqMUYQ59J/7/KDh5V9mwBN8OPJnQhc+ZXKnrfsVvYcPGbChhqQnbHGl5lNOBPrJ+1wrmtri8qruw1J0NSW3wniqbM3u+0ncmnHLU+glNglI6LpxBQUPIxQ8opA4gtWFhtJBugmpO99/EugpuVbjoVkJwSUCvAM7hz6GlCQTmw2CZwn2yV7uRymSkCGqJAAa0ApsgMZ7tA3BkXhXRzTEWYn/nmwitQeuJ0NcI+8Ij7wr4IbtiV1aS0ZnhyDzMLsv33Y4fIAYgKkUikqJHzzH8DsWc+6CoEoNbwmXVw3KyqACQRVG1B2VhmVx5rprWmhSOKqKTk3mrQ2IRYOVHHz7MKo3vcyYkrq5oU/5vU6KzpQRQWmg0oQqoOgYXrxtxWUQc3BoW8j9s3iBVxkpSUcCxRJ0UiohFFpDB4kMhAT9x1agb8kNNAVz/VoChvD+5xdbvPH6GdiJF/rubfREPBjMNbqatBXzjBYHVZtjwFiG1ozjzQZ6s4EvCpRaw8gBUGe9WUTXWIFLiRfLJZp08KASzqK884D18M7COYvmage73YnqWiuQVvAcZDsGvNfymyVEPRcealNAnxQodQFFDE8Wjx62qK8cTp+pUBLDeAdiPWAdluCJJ1KTbi5wjMsZ84/nFvFgw9O03uXhvz6GXqPSGKYeLv79fCKE8508XFFjbvBWph33KytlLgl3c88593C56OHm4UHWyCtrreVeFHlYlku7WhEKo0CbAgDQthaVFs6Wg/m2UQrOGICBXethdAhWGKz/PERqU9zXHxnboYQz7GA6u7leprg8MrFjc+nheFB3tJIIVJ1xwGA1McI9Mg2lGN57cAgZ4j1Q1w7RH6EyweCCCF6FfpLuymQwrGc4RndZu49AKwPBAwuF4HUcUYJKZKaV9CufLL/+HHtsdzUuLi/B5EA6In9KDIw8OoPwtEmd8704wuP6xsiL0iHu1yV7MIuFn4KDZh987ImxggoLxhOJP0pIRN44Jj6oXqMzXMcO3gXDCe/RWo+2sfBtC3gLnZjbxwCactYoXiQQLg2rSqP1QLN1oOMCutAoNwUqa4DCQR8ZibdmW1BLIP81QKQoci+j9UTD/buinASyO3ZaQbpxY7aUEz243qUdxdmvmQLneJNprqVyBjgwl3aA0UeDTfv632/OlHweQM9G76Y+K7KZJ25Y9lDJ0fP0MSOct0Au5rrWoW09jjc6RPMltI14R2cnZ1OsFaJ5MGsN7xht68OBs7grEu40EAZmaIpXOpEZpL0zuPCEhw943L9x+VmyN/hKRIJMtFj0eWbUDQUJi4OKh4SzD/dzCCRB/ILaMx72c7izJW6XFApwR7Cme2HM1iToPCH0a7gzosziTesLZ3G7psblbgsJ2sVB30kd8ckXnn6NLR0U3uWTSMgjzre7bBbyejk3Iu+gWEz+wWKkowgiKZGCC3eeXOgakRh+SNTg6KjWgQORajyjtRZNHSwXvYNSprMGFAInl3at5+D/Two2hUbrPdrGYXPEEvOsrFAeK8A46EpBew8Ci/HGSgT9RBMpADcRSm5c7Rzy3Id03yvwDg39LUF/4A5ghNSWIZUyjRETW6MJTSN+3DaFwqY0oEKLNOF8d1ANJV4blCKQIVjrYFtGxVos/QwCkhfPDmJkF7xUMLrrDoRhg/cS63xPZBwmB0A8CfUT8e+YgZmkCf1UAI42AFiMn9vOxJlRs1xEFRUSwZjgD1FFb9oiTSKka62UTggXaVUYv0C4YtvGhDa3D4fjdtgutc7h7OwCV5eXaHZb8YsHCmMl8lxPRvqy03ap9Fm8NJbC5Kfv1mk6K54dWgtcXV2gYA+tCzG6IUHqRNFqNJTTRL96DDgNMME5B+YWnhv4VubnijXsbgd7dQXnWhAYnsSwwsFBkXgxbxqLxomHi9PTCqSBpm0A0ii1xrNHldwzvGrQnG9R1xb3T59GqcSLSWMd1p7JP/lEKgeH7tZM+omUM2vTHFIGs+FVBCojNS0Kf9eieNdAWV09CTfYMTz5NqfbfbaZ+5pyPdGzK3px7HoBL/s+l3cgZKT+pcaFBpDDagWrGAgqLh3UVN4Gv2ssQfG6c5RAfKCU3D3yIbRHoALRmSsgUpU8jgH1kiYlVCNHpvKydZo+/tuPRPRk3ZfWj3JHrGg497nRi8y/AsPrXhKKcbEYAMJ5iHhl5y7kg0rKj5PXSVs+lh99PMb+DOdqfDODQu8Wpf2ZtUoQ6WV31aBtLbx34qsO1CtzEjSRL6a32esv/caVSQMiNBJ0xfAr1W54wJNH2zRgZWCqNqiURbUsIeBlLJkIoN4LoAxm/BY8JQYCJ2PF8M52nYkaAKLogaWP6AyIdAUHudhLDFKM5qoRIuUcuG4liGgbxoz7ctbAk0+k5rDPDOxTYszXQz2CyeTtl9o1G/a2AB3QrJRLn89yE4lxKe/jkETnkOng0UFTllALrVBVBO88mtqh0AhHLUFhx74j5AzVqbtMoQGjUO8syDGMQ7DIIlgWf2uKvYQMB8EiIpbHMEah/5T+SPo6OEVJceY+yQqiAjUKIIOOaO9qcVAb1Z6aCGVF3R2tiHC16tE7h9ATrpUGKK2CdKWC5dh89zqy0KnT1kEs1rUeZw+vUG8bOOehi1geAcGR0FA46h0Ix1956WG68AZEbMyccajNMbZXV9COYaiAUkY82evgMJk0SBsorQPXFKoKtv5yNUAD3oBKIR6VdeC6Ru2C2yWINwmtGMY47GqGBApQIMUoFNC2Et6mbZwEYWSgvqxhNKFSCkUJbEoCHl3AGQVrFNrWomWLNfDkEylgFrmMuZFJUs6nmS1nvLCT9RO5z/nSlti3/bA2a3YLZNsdN846rDxX/6JmeS3CTzDukMjn2zAudszRD953XHhGpiBMZmwgIfAgaZ9qgJ0DN88Qr+FQKCrhuhvPUAjhL6DEAMJDrLSCqXD0K62NECSxsJL7NtooifTL4QCcPVSQSFiFKEa9YJafo9xDHr4c4sBkFDm5wp1snPE4dwYW1D8dj/bw7Fa49qLUMJ5Reg7MvagDo7QTgzGaKIUFH4Ni2NNPjvMM5xwcDQM4xnEZGFqk7YpzHaWfeL9rNFgMcSbrnMfl1Q7WWbFmi3ZzHP0tisFI7GXcGypKvzQkWZPBn+wXGozpoN1RIHJCJKuihC5McNul5TxILqqJ6i9cyVNhwjh+QAAbtG0N6x28tVCuBTm5+0akoExwteQZ1gpRsk5cgmlN2G6tHMuFfRZDtxgiVEpLEE6l5CI7iyWosx5t+7VwTwpYjQgnCGxPvoHEldxDSh6ur75biDl1zNKTfaXPoe3FCg4oO3CvGdLBCGcZPETu16fDSyxw3wIaINGIQIdzEYnL1O1Pn7X7S7OPZvmK4cgFRE/ynZQcGLetINwCfSiJSFRiSHqAwCTmwEorAB7OUeehQkfkAAmaCCcumKBEHWZTJDsh8rmOI2nrcDlP0nQIUirIsFx7mIVc4b2KCSAYDVCI8upDhOPWiq9A8f1Hwa16KJUgakGOqsMkarCXcPbi1Vt18a0wZh5pOi5DBpYxTRHeeY/troFzrqsfnMxtWmJC/TzCuuV0omg0Af352kCdG77FrAPsENxVEQOF0SHUjAYVBpoUjNISdZpIwmwwoJnA3vYeKQgAafEg4S3INoBtAWeDA+UQEJFYLDZdsOyDlzhUFIJievE2EbkVMQgiFFraYZLzRu99R6jWwJNPpA6ElOPMbTzMvLtRhQcmf6fqXl8AD1J0zN6N61vXmogf9qbf06Z0HRCGXbgpsTWFhjEaTW3hPEMxoI1wtA4QR7OeoUK4d600WGloo+CsWF3V2xZaKxSlBorg7LZx0CS3+01AjuK0PCEks1ae14deUgqQlTL7VynizyH8NC2hd+hrgr9D74Rbd55xtQ1GE9rChDhYFGK2a51aRorEYr2owhgILnko5BlKeOl8jyXqvv1y5uQAtNZhe3UF58QFFjNAnRo3SlUO3UXAIFXFYJfTmtLf0wUdDevHHBQBYBLVYusaqFbBbc9Q0hFKKtHWOzgQQAasCVCEpmklqrIxsM5LWI+2ESKkNC63l2jaBvX5FexuBzQ7kFZCaAhQnuAtgWtpx9GxhvMWu0ZUdlpJWHmZR4C0CueM4t9RawPSgdn0Cg6M9mvC4wTlvibsBud2Us9GZjfyGjZztj0Li3HOVH5SDQ/fzxTXU4bM4wNgPv14cHn0bipPTIhVBgPMRUM+ZLSvQ8TXjMs6AjXse+TWewIROXFJp3XwqWYD58shRAKnKptgGUYy516J9OW9qAKd4xC/COAYXgHoDtPT+6ORge/URBkVUnb8FkTGvWO3kGBo5CFjkiNqcbzi+lBKzkL67RgU6uH+FXkvqrlwziLm6lKYOMPt5SLPQjAioVWJZIakjpnudx3x3odIyxwkumABku7t8UQkpTF6674o3w3r6MeqK477lwP/mfEPy+Vb2+zgSwM2WqQrUgAxNCmAFEhJnDStlIwNETxLlEKRlgyUlTMl7x0YXs63wlpk5qBylt9KAdaKE9tUOCUKnifCh4IDdJDv1K+KKITDWreTn2wiBdyy6JEv/naAIws0rSBhO69DGx83jKWM/uno2w2kqdw05uq9TQJ13aGOtm9LXY1lF4UGe6BhB8ce3jLKygAEWGb4lgELKHaCwYwO94i03HNxHrZ2qAolnGoh4RU8kjDeFC5uYojcUuRxW7BAy2YhIuNI0KdlDqUbQAh5qfunLpivt5b78zlFKOK4xAtniEQ+qsOC1/JwoA8ARdEbW3TIddSXyd/kHMUzhNFwHnII5TEgHn7IHPBoFVN21PrbU+kVqbjOOpI74ju8d7C2xfbyHKY0oMKAoUPMK42yrKCVBsoSFIJwFoG2Nq4Iro0IG5IwHNuHZ2HdsDAKQYPnnHgSAelwxgp4R2gbBDdLDGYHBQNNGhpyLqaMAmkPkA+XsglgDWs9ds1kKWThiSZSNNiIyeK/NqLPIN7k+zTuz+h98iSnRoiJJ9t0jpOLnFXm/ViuycMQ9e/Nk2PrYvqZzIMa5jq2B1Hmpmso1WQKGFlZDsrIjXGu8HWPZ9Lm5IFRWXHiFKMoFJwnsA/WbCQRf52WC62NdVBMMBD7daUAQ+jOrGzwBlAksZyAqBqzIFLQWtIO1FWcNmjcztyemb7PMifU3wnax0SkVXcEiyZv+zGlLjk6FE8UvHNw8JGI7nJtjHclBhO9ag8qjIUCmJXQExZvFi6ETo/3rXT03E49SeGkMaQUtFEoS4OtlXtDCsGDObNIVT4aIwAcYqEQQmNjqOM4FBTGgpOVFCtlHvwctWQwtj4QYefEkINUAaVLkFJwRqMGdypJOAa8MEtipOKE+Hug3W1h6xpNs4N3TqIOh6qdF7N/B7nbx8zYXllYL+evSjNISTwpoxUKpVAZhUIT5FjRB8fDIkd69uJVxH3NnEmtRS0L6XKiwCD5dOvl8PGYHxwnmJLAAbt1bcgZNuyHiAmuV3Hk7lIdRd+rx8e+z0lcS78XYZFyL6Lc1XUShc1tGQ4M3zqxPoNYosXYP+y5O+COahMO5sKNd/AeMF7CH8QNDwiXDxXuXWkZIU8511YLbeYUHcZ2L/VOxP6UPxwi92HO8fOedo6JQlpxvItDwtlrsbIDi2G/cwzve0MLZgXF6C5AI4xjtCb0BMAj3LOKFm6quwMULbQjKARiQyI5Ka3ED6EKXt0DgYqReeH9hGnrHJ2ETo4ltPH3dNwGceqS6y/j0fWexdmtD0pBMmAlfXaQdkWVsETTFXN5Z51cAXAM1zRwTQ1rW5D30CH8BkVGgKVspcRwomkdmEJcqGBJGS0rdbDI1MHAR47FwvpiYTvkrlWm4xl4DxCpdwHcMk5+V0NOqAFupOq7bhNuWmWO4D1O0IbElRIJYrncepSFSEBHmzK4A3Jwraimikrc0XgDGCWulHZ1Cx1UYdqI5ZWiAt4J8dMQrj9eho3e2sFCFCNRudWp4mGZc+Oa0rxecEuI48wdxFxpCiyGFtp0hMJaQX51LT7sCEBRBOQZuHrxRo9gNi6I0jOwq8Vdj3gPUQHZJvWRRCYu7x1Bbc/hPYVAguETCLbnOOqhb/EDYVY8MrQmph/1PTKCHWHzCFahoXfRqpXFoObs7Azb1qI8fgCtxPM5KTl38iQMAYU+M0N89nkPbx2a7RVcvQO5Vu59kQ4GEIzGNRLNlxS2u1pUfx6dBCVnpgQNA0UK0ARdhjAtVECRhyKWtjCEW0iYrH3w3iRSWQ6QZ9IkjwjJJbpM2lVcd1Y5Ml/pwm6mzLPu50A3zbPpxnmWK843JZ8y0UWm7GHgLtOmcE5fOVfuOj3m3te5KZu842si66U1MngUZc2RKjB6KlAUbutL5FMCg7QKKiMON/hD6AUIN09aeGLnGcoHJ6bBgIB6lwFi5h7fdeqiETufGHnkV+966MnLws076tfTUPYPOWLzOK9KjEnGBDE+kKB8AIi6SMJgMW9nH4wdwBKUMVymhvJdJGAwdZ4QOBw3iWEGQysNRYRNWcAE1aAYFHRZ+/bF4joaFjYr+6ELqoQKRYlyvEXHDFlqxQ5OYhp7hrfiFFYpYWAKYzri4ij6lgB0IMzKE3wwQKlBnePZaMADFRpA0UMGSzh6D4j41BNNWcYeOnRIRddfobDoBJgZwduVB/uvAeu+OUuxm5U5eYK4dLLV8eDP5PrDME+KChi53bzYo7Xqm3G6a4gMHe0Z52OMqV1WhTEHc2ly/d5nQr4vf54/3d/OfJX90+X8vbOh8YF5BIlKy1Bao60trPWoyIOUkrsmgQg1jRXjAKMjToCpNHzbW5lpBRSlCWcxOjge9XKWrxVI6071lbY9yhodWUnvnw16OjwzGV7tSSSfSIAY/bPkeVoyjdoyGKOUXmWZzb4dwzoI2lCH0MQTuwRlFLWgGAKQoiBdCaHSpCTgpKb+7CXcP4IDlArRhKGglMK9zQaVMdBdq/ozQJ+otORKQDSo4OAKiHriOB5GzocAjBoxKTIYUdCQqSAOJvfWgl2DTaVRVCXKYgOtg3oyGd/olsq6GtZ7NM7h6vw8XMgVhkcZkZJELS3Sp7VOpFUvoVqIODjYlfW0sy1UwShgJExLWLPRXN4HYmadaAzYfy15nHhXQNjuq4jBgRRjJksWmeaKvo3qBoRuhupdk2fYS5ivUS5nkO1jgymOTWqcH3wiuU/FhtG2DorkfAVK1E1FqYKhhYUJVn9EABsCayV3iTzAjURO1UZ1mN2BQZ5BcEH66l0pdS6GoveGxc6FXPuGLxniOZ5oltjl0iTFZutaaAaAIC0xSmKwQcfpMwNt6yGGH+FuD4nqyoSLr9E/IidGGq1jNFZigVnvw5lfIP7hPJGDObrkDwQqUm5GoEKURsqcthtAvFTQzRMib9hLh2I8E+oMZM/bFm7HgLVQhZM7ZCSBEX2I+xWd4Uq4Qg8ND8MM5R2U82DVr9vuygQBtmW0jQexEmu+zqMHSQyr0IooY6pgEKKVF4ZMmgsbvaw7HxwH74cnnkilUTjTp7PpE43I+Nl1YG+9i7t1VaGzMNnQQYzLyw/h2aKnjORpZyqfeHZeM04TYracdE3KHI9/W7BcdtqZflTz0jZG6Zbfx/FUWlRGrg0WzezF00Q4gHZB/RQRnXhTh4TuZh84Uy+er33voJZj7CIv0gC65wBx70MuIrlorZdrcfpjSZ5M3Q8tfRMpKcPQ3QofkdRH4ranq8eGGFeWEc+QCAgH/9GJqiBbJtkCPhhaeEje1lm4KMYl0Yj7s6f4iZDMd/qaoqYgio6RWZgbhCQqb7yn1dUgBXrn5LjHSYiNKOMFWQ7RBVcMdyiNlztn0ZVElIqjpidGk/ZOrk+oMEjRo0eU7ChYeVBoKTh2rfdZidB26z2sE7+Na+CJJ1J3MIS3UX7oS08W7NtT77sX1vdbCKC4HyJsjktY51E3Dq51UHCoNkYkKK3FqWo4ZyIFkAYKo+C1eLGxntHUFkeV3E8ptOndBQU3TEr1gc4VknMC9J4n3855U9QLGREOacOh7dWFqPbKgjqa0lpBlnXLIVSIQlEQNJFcATAqjBdwQR5n9Ratt8IMhPDqYpwtsorj/j5WT5mABH2PpOy09wQk+aOWtiemiff0IHGnxTvP8Nbj8vxctL1Hx9IyAphsoDskqkHPaJ2Hb1q4bY12dwXXbKEpYcJISfysyxZAOENVvjPvF6e+BO/EQtIohiIv4ee57CSxqF5UXsE2QF0T6tqjadpV8/bkE6ksK7xEoQO/kr34k8t3Df59Tt8xSZdJuFqKyrK306rzbi1GZYWqB5zwMM9wc4VnxP1hfVJ3vFmOTJ69sCSM5qZsdUEZQ/38EC40ICY8EJVnxPaOL07KU0QwWgnpYHENFD0pRDVUbA/7qOYR02hPEndIQih4OYsgCkZUYRYS1VDfmek8E0bzdsgWGIuZs3mHDE4vDxwGS8IYD+Y5/uoXZ5S0osl6LMs77s5RQJFYiDGGbxzYB0mEfZBKgoQTpau0dcFF0kBqTA/UEhUFDdZJX0b3mMPsxWUQ10DXH5nbptlB7QzK7Q6O9DBUB1MXhdd5B7erYS8u4doW8D4ULYyQdx4+SPKqo5R9G6ljsrh/Fa01E41OSqA9JPKy516duQ+ebCKVIplk0he1CJOT3ZDpNpuzUFzKXBGtrHe488IfzqvuaLrRpzf68228Dhc94PQyZYzR4No65tmG3Jgd3vKc2revIW5VTO4aJTglYwAwbMvYWekYgY6nVSlCVWq0Vhxw2tbLnRMTbvCohFkIZr8IiJaC9wTbSqh2TUruU2kCPHVnKwo8ICREKpGokl6k+yizprJjnnuUm5ocLsZYfXU9yHsCmcr5FB4V0SyaRW0aIwlH6UkH83WAwdYDdVCNkQOC2mxoZKQQbg0jeibp6h5xesPVMWpu8jV6mpBMYc+Hskhx91uFs8x6dym/9THYFOBwPhelR+tcpypury5Qv/WWiONBtacMQJok9EZwQsvE+blEUCcz4PsbyklfCSAd/Bd6MPuu/rXb9skmUk8Y3A4pPASGq2CReGcg0STMlC5voglvNj7gDeC2xiuLJ3kGgY7qHyQ5oGNjxmHcmSzxDg/kIqSCg5hH160Tx6pAOJyXdPHGvjYKCgSlNVzg+C9rccZqjJQVzYCdZ7l0GiW6GddA47ZdR8q5LmR4sptBxxQulEniCFUpginQSaveM5yVcatrh6a1EtHW+UAogpFDMN+WsROptTNPT2vkKEgtUPSEc1pm0kSdJmuZukvN1DC8tmC0UEUJVRRylhTM6g17eOdxdXkBbltwW3dkXBfiyT/223thZOI5U/ScQVoNNxBJu70nWCfOeIkUykJDEUMpBpEHqUC2g/PZNfCEE6m8OLBWQFlTIs3+CnzQATsqRUxznGla3qC4dWaD2ZIHsPa0Or31HxozlAimBHAOke1FbhlRaw6RrIU1nP+qEaXJl2z+DB0a5DnEOCce4nsdzg+6Q/l+5ImoU89wMJhQSoGVgmMfnLAyVIgSHDKJ2ocBjoQquWga+zTuy7x0sjAgC8nm9gyPE/AowUzx++cxEXkTa8bxnUixCRhpHVjUfuJFieGcBXvfnbfE0WEkBhodWRpKqH1qQrBgGYxP2t1+NjIdHrzjJDUDTMH8Xu4h6XBnSkX3FQQoVnBwYrJuLSQolRCdGHfKeY9oDxKNcSIOkPVJ/ViFSYim8czBX2Kg2rF10bNHF3H6a4NIPXnwdnGjc3Xvk47m0u9Ll/v+TsHjbkOGpnbfcyzAHo3XLBgtQQ+9IriWYZlRFb2qSmkJAtgEX4BKSVBEbYCSNNgxmobBykFrBVOqzl1OU7tA/ICiMGIKn7RtwCxxH9iciHIW1O8YHMKPzs3bbFoNGK1RAqjRgshh1+xgu0uohM4HfWIx2UkV4W+HqeMhV+fvKLGyHLUyzxikkF9tcp8JUI2F212huneCIyNqYBCAQsE5oHUO9vwRXLOTnKKVA2nANox250O4DYSAWJKISK5CGApuk2IPlLiVktApBM8O7JVIb05Uo6wk8Ke1Ppjor4Mnm0hNdCrycOxofJp2CAcjtTlhZEGqSi/gra13XzeWylvavJNyUz1P8kh4tJSzfPsVlmOY8+JwS4UPvow9dCSMcpduLD2uUY0NkOUs5qTwP3dm6uzlvo7icA5FCGo+BPUSdzpXo8S7taLeGwDZYLpMYpkVo7NSqn1IxqA7UxvdUOdsz2f6mq6pqTZrWQWH4fqTdJmUSduzLRo8HBOFuXqB9NywblrUTQtrLdhx8J1o0d2p6krvw8hHKYxihYTeoCAnsialDJdCSNhJ05lVNigUcN6h3u5QX16JJafz4qxYa9jWwTYtXNuIc2IA2ohk41sPdpwUSuBglCPj4kEh2nTa+Cj9S/wuWZfEEM8SRHL2yVp+Bwe3a7VDTzaRCsCJnLxarTKzx8bS9BCHzAxqriwab67rc/hzeIxzu30PjG9j5CJrU/KJ4BP00OGE26ITyaDT9OFMltVkoP8zbu+IKIOnUkS+7vlng3keb8JRwdNyptyCxJ4iGCPnBNudgxbWFdoIp2tUsNgKpsWK5JIqGxnROkhN3Ir/Oa0JxmiRkLwPEVN5sDK6OzmhHSoYWGDQQp4dj9zTrJHKnjU0P0ZJGclmHcx8xotG+q0nzDldQBIig4HtrsF216BpLQjRqpXT2vsxCYSIE+uTblRZ3A/pruNq1ASedJF63gM9tRvuQ45tCipE7xy2l5eoygqwPjzXYFOirWu0TQNb78BguQheSPyn3aUTFV90xRUCccl6ELGK4tim+0U4JvHerwDNCsQExw4EEdGYFTj4C1x/fJG9+3wz+Pqv//qBzjJ+PvKRjwAAvvM7v3Py7id+4ieuXd8Bfb0xcPIZwHWpz23CAQOR25Jzv98+eOeltEMgJeLXGbND8hDQeeGuNnJvqnWAs8L1Fkqh0FpiVzHE1Y0VyywFQlHKOxDBWo+mlnMVAkOHCKpAiGzr5Obq6LhkUXJ9p2cuXnlYM6bZNLMdCESYGW+8cYY33zqHZwcHC0/h4mxM2TWgb0l3PSN6RwoxmkijC9UxrCrhjEfIpmcghDjmmuxZXGKJdMdwzqFxDjV7mAf3UTx1D8XpBp6dBElkD6WBcmNgW4/drhXTcArMUefbMfjh04AqxKN/11Du0wCAhoGhCqooQeGuXrSCZN/A2wbOOoB5NfG5dUnqv/23/wbnei9Uv/d7v4fv+Z7vwd/4G3+je/ZjP/Zj+Pmf//nu9/Hx8fUqm1mV3RCOOeUx5KSltdiDJl/2wnhh5Zj7tMTBu1zDRoQp1djMtWqpf0OklH8/1gpNnnGqwknejIWbuCkTQeddA1mklZPdOJmrNT1IN3T4Nzet6XdOpF8SohLvUHkWBAoO96kIcIRgasxQHCQrBTmLUmKI4Tlc8I3hPdLKuhZMJyZ1RDsepNzafhyQ3Rupnm/GMm7KmNFw8XZdTmVEKY+ZcXW1w25XA5R604vLOMe6hsK5r6SnYeIRpFtRkRBxmmhEiJhyT9ME3VvxKCJgrUNrLVwQCNgDzlm4tu0MRUjFmFSMEAxl1JPwXyhDJcMNSpgEDqkpWpNSZ/UIcDDm8F38r7W49taJ1PPPPz/4/Y//8T/GN3zDN+Av/aW/1D07Pj7G+9///tVl1nWNuq6732dnZ933kbr8scK7CpHugX0E57pDdhPpIVv5QD/2zkGuGTdu1i33S1QrYhihtUbbeokF5B2MJhRGgQsNz9x5UvDWwhRGOOFSS5gFK54tFBGqiuCJO2QFFlURIkIywvLsWy9j5uVxwyyDl9LcmxQUwHmGbRzOHl3g6uIShWawJ3inJbBSOGPp7c8TZ0QckVMv6nGIv5QexkXV2SzskfQ6Okihfh/uUBKwvbrErm1Qm0rOhTyjeXQBv9uiKIWINDsL54DEcV9sGCKDSUzQrGCgoUDQHB32Iv4D9mIY0XgHWB8CSZrOozxbBecIrXfhgvE6WeqxGuo0TYN//s//OX70R390YNr5q7/6q3juuefwTd/0Tfj4xz+Oq6urxXI+8YlP4MGDB93npZdeGrwn6j/zOjmM8qzbTpR80mfTpysrjmm7g+5eZD4UBqag6eHqyNfMfB/WQOgTCarirt3DUvaXNzM+A4k0/RwynmPI9DgzHrkWdt9uMC/jmuJ/uRZeq9SAgLQWz98MQaat9SCWMykTfP+BCC6EPo+Cq9IEZRSgIOHQYyiLsI4osMocbwBzLyf2I0uDPkx3w2HzN579NeOTzzP8htGz7KfbP+OyJbBiYx12bYvGSaA/ZnTRbqlT0zGic9m0z12auF8GA9abcWeaMIDpSPLwTSeBhSfxXMw5sG1ht1fhswOc+PXriIcLgTY7iWlusIPz3CgZEkDh/pMiD00cghsyxIDEgeEgHngtrGM4B4jTWgUV7d33wGM1nPi3//bf4uHDh/iRH/mR7tkP/dAP4YMf/CA+8IEP4DOf+Qx++qd/Gp/97Gfxa7/2a7PlfPzjH8fHPvax7vfZ2dmQUM3sg8y5aZY4DfAk+kWzBGOrrDnVQg5yuG9uXWTrzpSXZQhvUUoZly9F58T2XEvmbqtTkuVtEofRD0tgPLuHKRPZf01UNaNvK2Z6UNx6xmiULrdeKBAoBryzIYy6R0lGYvloBU8Mh0CgAJQhVIVEA1Zg59HW4lRUBW5YTJEVvAsucqLTWkXJaCC/V6Jah/ufYyuwbP8mfQv5efps/DybP/N9Ocv0bcznvEfTOtS2ReMdmDQAh+hjT9ZRIFDhPIc5hJNPyunSBaI4kDwp16dkH6XuP8IYx3Ed5ut7y2A5WwSDHMNuLwEokFNQ3sl9pRgzq2vMeK0PGg8owMPLplEAVLAMFT8VUNpDLv4m7VQ2qP0UrBMfk4AGkYdeR6MeL5H65V/+ZXz/938/PvCBD3TPfvzHf7z7/s3f/M148cUX8V3f9V34/Oc/j2/4hm/IllNVFaqqylfy9uG2eQiS8dvRlDlixhgs64Ggs5bYHVJnrCOlL1E3/STAofT7Fun9rQIRUFZapCXPYn1mCWWpQSTWfFDijWDXOHHzo0Q1CNKwJL7q6sbBeISQH+JmiYL1n/cevm2hTQGllNz/WWoT3r5t+bjrkpBJHuQUyBFADqwcoLw4mE0MB2KI9k6pMfabxdQfaQ3FTvlM9FoLvctypDxZpMwSOVc1TWCSFEBOvDfZpJzJnEaCmkhNBGilwjmmF7UnCKXWkACQ0SIyxKRSCkaXXWgPpxhexTYAI0eHs/DYiNQf/MEf4NOf/vSihAQAH/rQhwAAn/vc52aJ1BykKoHcVC7dqREkPhLx5w5AFyhDV39yQMpJtL5s1oXT8oRBXYTx8k0J1WzFo/R91dfZ5qkstQaGDZrbG/3z8S5eLu/akC16ue65Nqfvs+NyiLida9bsC7n35OHhHSCGFR5QqjscVyThjMTYisWMnURl6IJWz4VotspH6aBvtqh5feeCh4O5szDMY6e1aVv7TndcP81cNchIULlO5zQk++DQLD3NEFWouPKOptOMToc3CjnSy5s82YsdEp8qGuQfRv6OZ9LysUw6VBOl+KjPRQw5PyMlbomCul7ak8NF3DcyzHc8QhJnvEGtF86somPbAWNMfb4oOXr24jOwK3iur0N4bETqk5/8JF544QX8lb/yVxbT/e7v/i4A4MUXX3xcTXl8kBNh3kHINeNmqHwfVpXOZ6+ZHFDDNXDOapgjN4eOC43+rkl3a/1ZUZhShEppOJJzlKudhVJePE0YiSpbVQpt69C2HgQnZ1qaoEsJR7HdesAC3juUhkQdo4X7J+hOqjLGiOYgmfhDJM3Ew9O7TjodD7N3Hq218G4LtlvA285gIiUcPs3bYevYyd4VEAerygk3+hgHgkEg78XQATr45Iue28MeZoDk9m0nAcZzKkUq3K0jFJrD2VNoNIXwIRSkcCVETBOgyAPKwTOBLbBrGrRtCG1CHkTvoCTlvccnP/lJ/PAP/zCM6av4/Oc/j0996lP4gR/4ATz77LP4zGc+g5/6qZ/Cd3zHd+BbvuVbbq8BYwkpdw6VqHnnhCVgnrPJSSzd1xnGf1nqWwfZMpLGrEYU42+Bm/NRmGS5mJd2KuWRexkq4SSpD8w2aNaoqROExusJSNr/aZ7lkZ1rzxKsvzTcP4kjtHY25sj/NBFlXo54axIPFEWhRTpykIPtoOZT0as6ifREvvdCURQqOFUVy0DmcO4VJDIOvgJ9NKTgOD7JaiIM1klKYSlN2i077vqWvRzOgz9ZOMTCNz8jcfXwYH0S5BLvw7NLNG0L5yRuFBAUVWHdMoXB7NZx8NbB/d7otxF3Z8hD6SPtQLJDuvw9VR/7HMyvwr7WeM5YVBVOTk9xcXaBpq7Fw3mnPUr2SdDbE8RxcZSYOokaFGKTBUlKxfaF0DFEwfIv5pO88UxKmBTK4uUcPBYi9elPfxpf+MIX8KM/+qOD52VZ4tOf/jR+4Rd+AZeXl3jppZfw4Q9/GD/zMz9zrXoYNODm5CH3K5amqGsZUV2fs6EREplINOsbsQiHc+czstWgPYHLYwlXIHfvxBu0Uj2RzxPGfNFq1N8RbkK3U0OCnPXbcmVDGBO+NcM5ZmYPhpnJCHvwoLYsFLeYoJsbjt6lAcVygbdtPNpw/4WD1Z9S/X2ZeIclXtwtDIkj1RBE0XuGKYykB8ELperuvXQan7R5LEh7yKhMB2MQbyhw8TxKdJBkdgsQQ2tEAiJEqsZbjy7QtC28dzBKbNY6AjXmlpCMA3e/OrVbZ9AwYABznUlXdM/h9lq4TMVprtFmIK1QViXu37+Ppq5hbQsb7rOqSPi6+RSGQUXrYdUXxJ6DpbruaoyxpthHl1vCKCnVRZwCIwRljCETQFhrXP5YiNT3fu/3Tqg9ALz00kv4zd/8zcdR5WBOltbshIufeba2rvcKXFk5WH/tjR3YWZCzeN/TJY43Be6dHHdclI06ZQLGEmsKizR5oDC/fpvnsr4X5+cQiFNTlsJoNI0XiQpRahLHtPEajPMOYAlVoQnYVAbOyqXLXe2gghslcZWjJRYQyzGNDnGGJsziynYuwZrlcdv3JDtJ3THqpsEbrz/El7/yKjw30NqDvDABYAoOglIJalyWEBIePQls3EzdhPVnxFJ/VjuRSDYEwLcWVxcXaJsGbdOCg/qvS51ekULw8K4YpBhaB1dapKG9gvKivqMQnVcsGYXoREnbdwYlHt4peE9AyyBHMEp3YWjWwHvCd98YuoU2837M6XbPFspa85wzL2nycr5N0+zL6qs9mZcejZVEsM6jtYw2uO8n38I2QEsejTbwHGIRlSaEse7Fo9R3Wldfcv9jjoXotBwzg7w0j8MopkO+fW/eyZcFmGBAmhRAo9e3Agcj3oiq+jYQCb8rJucSG0gBvekw/f/Z+7OQ27b1rhf+taL3Poq3nHPNuYpdZXvUnBy/Y0TEEPBCcYNGUIOCRHMhKIk3wSIXaiAREoUdVESiYi5F0FtzIRIIRsiFEkz88n3f8SSeJDu7XtWc8y1G1YtWfBdPa70YY7zvfOdaa2e7dmyLud4xRu+99VY+VXue/5PNNCn6JcVKaYsEnUbwMYibsg9oo/u4vB5FYNxeNX79SGI+MhmDdn6so3H06X6t6qOPXEgjEgNN4xJmX0Nk7Ku916AYE2vJ3GqsDSVhIAX52sImPMbkor6/eEbODL0wuGe+Y/STIqNX7NUz+iQar4DMtnXdG5sG7TXuyZyq/67U8EuPOpEqHq7n36aYJKJNDipnCLE/vyLCQ92uviWZ1EdZjmld32olRpG2u9YzNwFUQPlI2+zwLexut7StHLi//pk3KKqSEOg3GqRxCRIkqBTYyiZCdAfX/GYP5LesurU/uIqqEgy1bufFUy1GisL0kEgRTVQR10WUipjkDaitwjuN94Gu6ZhVBluYPlHikIhV6hQXZZVMft+Mvn80xSBm76vrHettS906st4UVD5+ioOjQYZf7i0EmYPEnqALG9PMLk4xhWH7/Kb39puW+zbHSAgZced7t1N6R2ksIYoTSHYBH+t148q0UmhlJOvvSPDQ/TXAxJSCKgd/JyamY8rUq4g5VkGJ5t05QUjpT/UeKGF8rJmUmjLt/OtLtZ/x37uGSR35/FGZBe+UCu957/SuO+pNO+JA7uoVHXU4CCKL0TYt203D+uoGTcCoQFhaiJHtixXaaHRh+Pq7V4DC1z5bFIbFSKCqDGWpOT2fUxYFVVWlhayn7TrQsI6Px0vLMa119OW+s8CXKKB3NmBfE3sVaf5oIPfLVP9XLocapVZgS52CfuWcKijJAhyJCVhU7vbOixlHC9NREsUpZwqdx9qkpenkmR2h65ykujdaEC16ss70+PGgpXkQxz8e6lfHNK6Huwm9eokx0HYtzjeE2GDTYg/JFV0lk1Z2/OijThKzluMO3bdcG0tpZrx28QhbGL70/jUQ5dB3sij2LA17V3pk9WPDNvmeGGhydDBWoyL4qIdjeyWxcNKzpMWpQatSWs6brBWPvbHmo1Xo+5cScyT0iUxsElTSSIsKfftj396HlI81kzpajhCt+4jRZGLvGLVXsRDfeU1Nls/BM2MGdW89D/jx7ufv3gBd52jqhs3tBqMjhVWoSqTo5y9WVIuS2bLi9tkN3kW6VZNFK2LCE1YalkvLYlGgTSTMZhTGoq0VDesBLXxwOVbFQ3/7kOWDepK9RD7+CNoyXfETgUcpbKHpugiJScl5Q498lK1NApOTMt3pNMdYLWnTnaT2MAmVPZJirHxIcDcSxDnEzgzS+lRgeOVVftj3u0RTNfnTW+AOhdLjIx8RwNWua/GhJdJKfTmx4QTOLHPgKAQ/M6h0WJZJuzGWebXg4vRMmFRicCpzuHhfi1T/joFQjPob90djKCG1URsFUc6TfJ8vKmlAQSpVyTGm748SHqoTsxJmFpmur9i3T+usOarEpNKYJ8Eoo8b3LX3g3vxYM6l9k8LL+nygYXyrlztUxXxeOlb2n1wsOJ2VlBpiEo9vupam9bRagw+EXUvXOaIPKNfKuYUC76KYjIzF7xQ7rwjGcbpYYJVlvlRYY4fsrt/wjv+vcrxIrIs1kdYFYohsa09hdUISEKLmgsQHqRApjO69AonicLFrHMYoKtsjjFKWRc+FnA9yhqVTSnKtp3FE3L8GvpGW4HtNY6P3t53jvfdu2G5r0QlD6L0gI1qYT68xhVGdI7Y8snadLBZ88pNvURUzuq4jhFF84Rib665Gv7TNQv5VfmDfyjRmqjFrt7Hne73GN3ooZpw9o1KOsqRhocWcpxJun+7Eo09pYU79NVBWEZ2Wk4Es8Dw8KS/wMWdS8JL529sVd5ntfruJ5qsK/B/YrBFTzWNMrjvGRA5FNdoWeO8kadq2o64buq5FR4OOQQArgycGRwwSAhB82mdWpGoXFN6LKSjHXHwURd3z7WHPSHk1YeXld008zPaJw7iGuyb+I6LK92uqozWgsjMFqJCz/ka0SdKypgdXCClwLo7QBbRJwkkmdKSYupENKj+bsd2yG/sDGn9vn+7ShOLezw+xkBwvkeAFeHe7q/HOk2OAYlI3e4Tzvk3587g9w3elNNVsxsXlOW3n8aGddrBXTpL2uQ+nNOnkMYZ2ZNFN2pNmqffEzOv1COLEJCZKSSBuUHKMpUbXoxLrkMqMK+uMse9HD36d25JMf32bHnhw+bFnUsfKPnH4X5I73E2aZUE1TWRXB2qvcF3AdQ3P376m3u4o1AaKAl2WYCTtuHOe6AU4MmqDshprLEoXKGXRao6xM6pFgTL6zrf/r/Ly8hHysb4ma4Vaea3xnaNzgcoYMe9EnbwBI20rWkLUkdIYCqMTVmCk7QKagAasNr1AEtK5R9d1kqkVjTZmoMcPXAQvE+buG5O7TOoPeV/ddWx3NVc3N3TOYSiIsSM7SITMqMjZimNv3hreNDAyYwpOT8/4xKc+wZe+8jb17VqcVg6kxjta3Gs7I8Y3ur4vdA+iQ+ZrmXkMQM+RxG+Iff6pgV8qQCe4LIUPShhFSsuRa9NatKsETQxRRkQrD6pMcVapjRGikxhMjRLHq/BNjJP67SrHmND+lH9QovjQhf3haj9Wjr3x+EIeL7j9W+9u/xgTIt8ZWcxkqb3zzNE0LXVTo2JHoQM6lpyenfLk0Rmz5Ryltbiqe5GyopGD2dm8TDEVhqoqqEqLKWxa2K8+E4dPHPbmWNT6Q4nRQxrwkPl/iPnoga/7QNcO7h3dfMyDXv6IucoIh0Fr5LwqPaMUWKVgJmnmXYjJOyxQaotRiqqQM8sQxHxojBbHiTRuxqQYnZydNTnQTPsSj7YtX7pvH05ctSdVTuuMcZpWZCDg+3qEkOrNest6s6ULHTF6DGLQk9QlQwU5bU1M1oreQSQrDkowGxbVgpPFgtOTOdaoHiE9tyAOdsTxMIzzJY6aeOiTJ/drYt+4iR7X36WVxuqI69d1ZrGpHX3Tk1aUzhVDhM4DHRibRm3kDRNzZHJUOfpfYuq0aJGdd9SdhDLIMshv+h2iSd0rbfUf7lKHj1VyfAmMP91NdMbvmd49wMXcVcMRYjvea0c6OtKcD1/PsAz6xTpyjc0UOFvQrQGrIXSernE0dYdRAWVBU3J6csLjJ5ecnp+ijJHEZV6cJqIWyXwxsxIQmhZqsgMcjOirig49Mz4ybJmgTu5/pdqP1Pmhb3iF574BUtCxdROPrHsFoMGgCErTOU/yl8BmGKVCiRebC4QuoU0E0AaMVRKkqQRpWxHFNTkLUFr3hDyEMLgrjzdDHEn1fRv3zFR3lDvnebTUpfI4aBt91QODG79FRajrhrqu8dGjY0AnT76+iXH0L5XpMYsaNp5SlGXFrCyZVwVGAftpPPp793ZJGqd4AF10t1VkfIsikyGV3qPS2WPSCTMXjHlKxhQqkFElQhB4raQqiadfgjeKccSkkgamlE4MSt7tg+TkGnvoK142u0P52DOp+8qHJVYfuHxj1K9XLodmgPG1SOciTROod47V7U5iYUwgWPBGYWeWWVXxv/2uT3B+fsrZ6YkkfVPgYjzw4FJ7C31gj/vGiLuH6Js2Z7+TS2JIMyUEpWuCEDcdMRi0AmMNQQdijDSdRweFDZLyo0BRtx4XIm7XMSstxoj3H8icOicuoNF7lNZoZaa0/oiwcV+569Yx4c9xpLmEezQzIa9yZbup2WxrnPKY6MVpYqRCqWw+G1Vi9upUKIFPUpGyUthCGHTTtNR1g9FWNJ+4z3zuE4EPoaOmzx2xNCDv9UGkD2tA5WzCSqdH1PB45uSK3j09xiiQWEqjnWRtNipZUUIaOaVkEEwE7Yno/sypC9B48L159OV9HZePNZO6V4t6pUqGobvv+d8W3qNG4tQ+Cu6kLWNl/v5eT2XniA/Q+cCz65auC7jWyxmTgqKyLExFUSi6QmGNkjTkCTVZ6+zVpEYCY2JVRwZIjf4ORo6pIeJo+0c/Hd+YLyl7jYljUf2YUje5XQ1/jvqbP6Qd92uOL6vhPu3xoPp7Krx3zWbFWiVTjyTrlXxSxORanpwfEiOLUUmwJtkxQj4bndIxhBRLhOoRKvI7SFiBhCjJ88aSP3dMxQO6eSfDymN49L7Dt2Rnj7ruaOquz74rd48ZRJz8U3FAOe+LFpw7tKIsyx5oO3iP925wjrin5JioPjYqq0dysf9tsj/225HuDyFidMQYxQAAeMw8w2j5p/eT450Qd3I1hHflOCiU0IbM73SuKIgmFsLeO+LDd/PHmkk9pByX2tXkz91PfHi5/uE6xN1NuG8936ctHatXAU0bWO0c//23btBEqgIenRZUM4u1mjO7pLSaelVT7xq++vVrotfMrWV+ukArjUYk04HxTJsPQiT0Ed3qYSLBb2f5n609v82lX0RyEG6MFrw/F/Heo7UkUUSphAkoSRZdJ3mrlIayssQAwSsJUyBSlhatswu7ULUMMhqDwyRnizGKdi/yjIW1VywC2zQIQv2sZutW1hb67ssdPkgW49vbHetVjQnibC60VpFBcYXBhkGIOcaghD6jjWK5PKWq5gA47+i6jqiyZrZPE6bf45iZT17zQCklNdEHh1UaW+qpJ+a9VcRhfCKoIAJu1BEKhSH79HVCE3TBMLQyUtFroosElxh+jBLiMp2Ze8u3JJM6VJ7H4tpdavFY6lf98xy5e9hOx8tUQNmfiJdMzKjSMTy/Gt1wwJhiXkzjN0yZQ2Bgdl5SuvBkYYjBo/CUMVJEOCkNRWGxpeW0snTtDG0ULsCXv7bm/LxhNis4O19gtWR97UZ2FRGmIi9uWurGsd60LGeaqtDMZxVFoSlnlmF27vDwOcZ9X0WROvg2Nc/EgxE68vR4LsY/9S79av+2o+WDsL6JAv0QYn2XtHKgiY87NTAC1a8hWd3GSnCm6zwhRpomYq0AjYIwnaKkTzMfvZw5GSMZf0OMtJ1P0rvGJilbKXFC8CESnEerDF6718kDVILsRn3YzWNncGrUt6mSPMQS7bsQxRjpfMem3bHtajHwxYgKHhV8IrB5QkZ0JGk6E2ZoNWUomFUz3nzrTc4vzwkh4F1H8B1KZVOfZtrC/SSKql+6mcgfaE/5bxy1aXhaLnlQUWF1IUkLk6fivnjWK0aiBOYWoaJ4+uVg5Rgj3mu8UhSlQhmI0cs7lSBsRBSdj3RBHG/y/OWmPjRc6luSSb1qudNcwKGsM2Vm+/Tj1cnRwYZ7pfZlInmnrjiqM2dRTQsWxfncEHzEh0BpFKVRzAuNKQymMMytxc8sTee5vam5XTdo7XDOMZ8X2CJisJOzhPxxu3Pcrhvee77mfGlYzAwXy8BiUVJVZliwuYXHXBX3dtCUoNw9QEdNZEd+k82Xj29fPRrt/rl6eG1HTXsP4Hx5Pu9801EFce/u/UWchY0cqO3FbOVcHJAHkulPbtcQBnOXTkgUxEhoPSABn0FLbiKdoZSUMDbhWtnRZmjwsT7duQ/u28D7P8XDG4bxDwQfaF1L5zvZKxJEdlxjIrHO0Vz07dcKa0rm1YLLywsWizk+eHwy9yniKBh43LCxJDUWhwemvS+PyLuPC99ZMJDLCZNvxKYhmfKyq3huf6SHyQoEdGJrJjFMybKr8WHw5IvJOQY0Sst5lQsRnzLyZiOgjNfUgHpf+V9M6kh5qBB/1xAfW0gfdVF7n8fvu2uDi3QrEP2LmebJp89TgruALWyfPyYvoRBBGcXjJyecXc5pO8+7X7/l+W3L19/9Gq9dLri8mHPx6BxtdC8ZhQCdj6y2NV9++x2sjRQazquCt55c8H/+3k+gSwvGvGrw+Ycuec40iq51eB8wSqONxhb7yAivIjJ8k8qItt+55V9hMQ5rSQhkVSrB+tMB7wONg7IQ7y10YmZap4SIkegdWmuMUsznFc572i6IK7dWFKXFao2JkaBFa+hCQMcEXmpHOSPuEUQ+SNnfM2P+rEnjGCLRdeBajPeiNewBJWfd51jzYlSCQusVb7zxOk8ev8ZrT86JBDbrDZvVhnpTI+iG+xrRaKJGTOd+QVjdMfHTRRE8RK9QMcNGpFkOMtd9fq+JSpWECQLi3Cf3a+FDBKVw2hB9mZ7pMFZLokyEObWuI3gH/flecns/do53R/l4M6mxdPNAlM77DTyq//9YCN2v8b43jJfaoTbz8ra8fC8ekzLVQTvHo9F/DpCFV60ltklHhTI64a1lc0+yYCipWWuSSUZzejaTDK5EWh+5vq3xaMrSMp8XGGtRSlNYTVUYFrOStm1oOseWwGqz5fmLW2bLOUVVYKsKtBpSb9yjUU3HcMRKDgb3+Mjn8+e2C2w2jm3d4DrPbGYlSLU0FMkrrcj5kyacf2/sx5rgvW048vNYYH7ZXt2//rJFckygPqJVvWy95D4L6rUmprQdPoj5R2I7UyxNf7vqvegUkmjRGp2IFmgXe/dklQKqJnQxDOja99HeB43D5Ll49GscMXnnPHUjWpQPTtbLvoYy3mh52uP4oqCBaywniwVnZ6cYa2hbL+gtLtVt0sv7fsiGy1pRRoTYmwwRSmBK4NVh/6YTPbDDPjJEiZPLMXqiMrJGzNQgko9JosqOU5KBPXqPD4Kcb40lp/+Ypr0cwGn70Uw5uR5SPt5MalSOLen7hmAaEzD9FPeu79fzMprywZjPq5VjzPNOphiTtBQkhXNlVfLGUqAFzTrGBKGfJKxsj86ajtYao+HN189onWd2M+f5+7c8e39N+WLNyaLgk29dsFguKIqSZWXpTireeHzOe+9es946au14cbvmC18KPH3tktPTJWdPypTZc5853UVCj5epsnBsLQy/bbYdv/mVFderDU3b8ejRnNIa5oXiclGwqAxnZ0u0NRgzRNgfvnT4dUBvGyThPmfSaGI+yDq4q/cv06DuWocH/GpkAzuqxGiFTRl9ffJ+M1pRqhSYm5Gt0zxKGhdxOjBaY62hab0E/jpPYQWRXSdupQ19ULBKXqQqQS89TNY+XoallKX36ZiErCqkH+u25Wa9oXY1XegoUclzL4wGJgXwjhhVVkFylgGtDAUV5+dnPH58jlKKrutYrza0bYPzHYUZazSjxsY4zoCzN4nD7CjoHUDUfsdQg+w+sBnpqkpI52qoL4xNjb2sqPpxUz0TFGYVlcAlBR8gtDhvMNoyNyVROWL0KJOwtXTWjAMRK+9MWpX6Zmbm/Z+pvEybyfccI/rfakUS28m6sebwuqz5vGmPj0hAGNb5ScW8vOT1JydcXW3pWsdv/uYVVXlDWRjKkwobI6+fz6ivDFEb3np6zsnJnIuLM2ZViSqstCmqo+cKU8ZzZ6dGgu1APGKM+KDS34EQtM6z3nW0XcdyaTk5NehC07QN19cbnmsJZK3sjLKwzKuCxbyiLAyzyqKMSq7aGcdOp7gfAeLsmWHOuf1RSyejft9Xjr72A7Rl/IjSYBRUM0sIgbbzFEXSynutU/XhN8HHBMwaKa0iGNEoWh/odoFZVSQaJucaUYmrtI/iWai1TinIP1zJfCRrRVrpJJTFPqeWApq64+Z6Q+iSkwSqR30YNIDB5jJpV2IYMco42UIzm5XMZiUoSUP/7vsvaLuOPt/6pIVC00OI4oSSxzNxiYn2dLA/R5+T9UMJL+gFJR9CrxnJuOq0L5ILvVwhi6UxRDCDhUbFzNCG33yQ82z3fMO8KigelRSlEdQRFGCwCvHiNCmXGSr1R6EeaOz/WDOprLbC/VaAvXyRd9fHS/e+3BdHtuTRIv8oyl1M9UCbO+bSdE8ZCWqkY4S9907IUa9RjQW9fksoKAtDVRqIFW0XWa9qrndbmjpgdeTMiFfXvDRURlEZxeVyzvJ0ydn5aY8UEZNJpYeuybEhk07HnmNlCJdsjpRNlrZWQgaIQc7TnBcQVOdDL+w33lO34gY8L8QzKehI7R23qw0KuddQU1nLYlZyfjJnVlpOlyXKiJRvkBggU5ikZWq01b1LtTEWY8xelOdxXe9ls3ewJo8t0rG2dk+F8cjnl2v+6YhdUrxilAKHpABPhM5a3e+z7FmXLVbEiLZqOMvwEIM8q0fmJ5HQY/JTiP1aENPfvr2DdO14i4/3PTGD8f4dFdd56l0rDgAxDrmP8jrt3z7ZDZNBi4jmWRRazt9Km2KvWm5u1jjvp1Be/TglBIcgmptKSOvTPg69j8PH/uW9t2LPWcaPJeaqdP8PNSBfDH6OaqRxZmcr1Y8Bo6pdiDgf6TpH8LBbOlQ62xVAqIhWBq1lj/i8jZPJ8KHB2x9rJvWq5YNoSw+R5r9RwvJHWUJMUloMgD1k3A/sRB7D3nyi4M2np/jHS95685yrFxtWtzu+/u4t1kYuziy6jCzPSpbLkrNlyeVpxXrV4BKel48RFzylzRLYtPREJXk16GSuMKkNIUS86/Ah0HWSQbjrAo0HFwKtd5iUOl2Vmu16x+3zF7QrT1XC+RuX4Hasb29R/X87ElwmpdUUBs6LYZgMsvGUzbFAAqJqrGa2qHjt8RmXj08pZkWf8PF/pnXywbQTmX2tQBeGwhqaVsBpY/QJcNTIOkv3R8QTzLcOpRSzyuCcxvtI03qcgtnM9pzKGEPMru9B1odNQcHZnDZp+wERP95qBZJROJnrhDlOgVi7xtHe1uiAMOLIgP4eZfFln7SD8UsGiBjB2oLz01NOTxbMZyXXV7e8985zvvrFd4naYY3p36oRIUpix2LPCQJDMsIpg473Tp4Irz7do5N1QfKHxajBzjDWY22gcV7GTiUNKgIHVo3BXBgQcyxR4bPJM0qA9651/ObXnvHGkwWPL+ecz2coqymJlIWm8xo3Ssar9z3v7ynfokxqumpfJrXGe68+5A0frBzTmu6at/uk3mNXJ3UnM0qyHCRpa5TB94g6OmhWRyTYPXYv7sqaAsPp6YzCajoVqeuG915s2G5bgg/crGp8VHgUTdPJAXsBtrAUhe1t6zqZWcbmuzFnDMl855UQs64LbHetBGPmrLMh4pKWpmKgPxjKJg8DddNSNx5zMqPe1UTn+myyOucMSuHIMUCTD5IjGCWOJCp0qKRVRSXnL7qAputoOyeaFggh6IE194Td/Ul/wOI6ZkG4q+yv/8Nnjphb76CF+8fsOXNviCHRueyGnHH6ovQ9QQ4EF2RETYq7AZwLfSbgDKSgtOrPfkIUbbk/R1EjRw3uFiQHJWtwAsiSfG+ahP4dzjmarkuaRAoI3te6kpEhaznyW+zfQwRjDMvlkqKwxBh5770X3Nzc4kOLTh4nfd1B3N7HlpHhmCzuYX6qEdO6a+Zzu9NcjLX3CNFH9IhJZ5NFD3Q77uiYrMTcoml9vYUjyrniZtdiDczLAmsMpYV5JePQuI5sRoX4O0OTmhqoHkq+7y5j1OFB+Z1uBvlxrK6PKfursa4PJM2q/OeBeqFK5rDEpIzRGVt/aMReNZPu9fftYUb3UZP5q5zPXFzM0RcLzMmCr79zxa/+xvso1WF0YPZsw/VtzezFLbqIFIXBFrCcz1mUEq2es5vmN/msso2K60LK9OnZblu2u5ab2wbvo6S5TwgHyoqJypIJk6TQNhrKmeH5s06YU2lxTUvsOoLOWXEMoIhai0ck4FzSDWIkGINKCd5ACK4LYAvD7MTQuIZd04qNHouxoOIYu+zuY+NjUvrL7rlr5X0wjemusidWKSgK0ZyaJuCF2ovpT6f+JZE5kOKtuoC1itJKIGgI0HTJmUKNMhIpiFFOLYLP2nNMKOoJSS+vk9gbpkamtOOi6THUfIUQ2Lrr2LSN1NVXnBwT+n2iJjX2OOJqSJde2JLzszOKosB7z5e//HWur65AuckQSnCvl3ixKIx5uJ5Z75gFq5HGNmzcrLWOuz12Kc8pVGKMhE5MmSaJXzlbrjw0aE39m+MgW41NgvnOkMwp+X23q5q6brg4m7OYK2aFhnlJYS3ruhOYJH+I5H5f+VgzqVcpd0lb47K/JL5VSkTMfZARIT5oD9PopMeDFxPFpg0oBVWhiAaihmWheHK24Pd+9i3OTw3zuaYsZ9yudnz17ReYrsWYiPeKxxeOeVUSo+rNd5K2WjZGjGK2C8m0oJMkbLRmsayYzSsuL0+BxIxIPFQx2VYqXeg6x9PHp/yP/1Hy3rvX3DxfE7zkCzKqwpqCR2fnKKMJWlGUBqMVVYTgPL51dDFMYvY1knNHa0Vdw2btsLrm7GTRB74+dHU9UPz4wOWDzP59bdIayqogeIm5cy6gVKQsTRI4RMtEx95F2bnQBwUXhRZG10bJc6USGGw+/0qep94HSIkUdTaZ7TEdGeFXG70QAvWuZVc3bNqdmBlJNLuPhE3172mYw7hkJqmZzSoevXZJVIrNrubq6prdbpuSRUr/fRDmFLO/foo761+Q1+9Ek4r3LKGxdK167zw5fxrPngflQQfiPbmys7mxZ3L5FVE+9FpXVkV17N0uGh/50ts3LGYlj88WlFWBKQwX53N2O8ftbZuOHX4HOE4ck5XuW54vJRFxqjkde89Dy33vua++kWY9rSs/tG97OHj42MtibwLo3aJf0saXl0jngjhN1A6jIEZNKAQCx2rFYlbw9PEpl+cF84UFbXFREbghBkXA03QdddOy29UYXQASPKo0aBNRCS3b+5AYlhYvOiWSp02b0NpxJP2R1o5Ofa3VmMKynM8oi4rr9RU52HReVsxmcx5fnqGsJmqNLQxaK2wE3zpc62i9xyc06XxuERG3c6uUeDSRNbh8/SXlGyAdjZeE2vt77/vUSy6PzA4RCWMAjY4RL3bW5AoqknZedzq5nYUggNmoiNHDmWkISTJPJtRslotRnGFI7uA65aUSnL5xZ+PRhu9rUMN+kM9tIx6fXUKDmNzb/41HnC7i5JPWClsY5ouZML+mpWlanHPZGgh9PYnp9JkuEqM7ulCGfTtw0On7B10nO7Ac8HDBDBwlQcw0r69l9CVHPB02ZzwOQwVKiwNUJLLZtYQQmZUlUSsKTD+foqnGBye//Fgzqd61+EOU40aBb7ESVa9K6ZdRn5dXBlHcZN+5avn6leO2brAqcjEznM4LljPLk/OSk5OSy7NqIg6eL2a8fnFB63dEPJeXFW3b8mtf+DKffOMpy8UCrSwhRnyHeNNpRVEVaKWH+C7oNZkYoe0kFYRiIFp5iykVqRtH14WBGHpHUIFiYTArySRrjeXbf/cnefP1Rzx9ejFoQOMD9pgl4eyNxfhlKZutwxpFYRXFbORt8Q1Uj+4TOn671rXRYEtDpxTeR3Y7jzGSa8wYI7FPRELUBBXpnAMkUNxqjVGSy0kpRTUr81IbiK3KcxfROEzKJDyYq169swrBH7y6XrPZ7uhci2DpJqYQA8QgiBp5YYX8srHwI4KVrSzVvGS5nPHias31zXpkIfCgM3NK6pMKyczXqyl9uw6E5X1po79r+mwPfgsJEzGCCkTliUpMryFqxgFZExS/CdcaXdnnnv2mGFL2aKMSHiOgIuud42a9FfT3bL6N8p7wMEXq482kQM5j9VgKYbxWJ4ryR6AhHWFpd9i47ysf9vqDHh6JRgM6XTb33f+y8VgNLuhq+H8EF0Ta1VqngNfA1gUK57GdwrmIUZIaIPOoGCNVqXn8aEHdGZz3xCjMY7vtaDpP6eXMIrumq4RuIOcP4cAjK29QlUTHMbBo33IFt+uO9abldlPjvcf5jpvrNdvtDq1hVpVcni05PRMkjG3jBIdOKayVeB35JydJmTiOAy9zH41JED85jvFYNG8e1yOX7piWo/P0snK0ng+4wA7XTTYDTVSZNEYxjXOgdYHFnF7rVUnjzGMZ/HCIbq2R9eXEVVurbNqThH2yhgdBgQRsO96HQziR6pt131iFENhud7iuk72SsfpCxuwbk2rozW6jPouJTVMWFUUhGaozLNTZ2Zz1qmO93vYOICoxA6WTK7gaxnI4bopy7rl//sugM0E80BKHW0eOR+R9K85FmVEMVpo8aGoyteOSBYbxSwQAN/aM2CiFMYrFzFBYy6IoiNHgY+B6XQuiSH5dfMgK/pgzqd7zRw3xPFNFYSqZjD+9bHimQsursbOXCnTTNffSNrzSi4+8KrMohXhjTZ85Zhs5VtXYrKHoJA8BRRGZKUvnPdvWUblAYTydCwlOh15KDiFSlYbXnyzYNDPq1nF184K2Cey2jqb1zHwQ33KECfZCYUgxUOO2ZILHIFNKpHvubU+tuLltePZiw5ffvaZtWzrXokKLjo5ZGTk7qfj0m69xcrpAlZar27pnUMuZleR+pUmEU/5FkLQFjE75lMLY0bYaE4nxjB8Z47vWzTF/nDusWtPn7vzy0ZYx341I2nitFZ33dM5T1x1lIWnlxQyamI81xBDpWo/SIoUXhRVUi6YTlAut0Mamyc1mxUjbZeQHLx6VakT31CDZS/uOdz4LT8EH1qstXdtJ/VlFDlMN6lh0VS8MJ8ecqpxRFRXGGk5PFxSF4dGjJcHX3N4ETFSSZBIt5zomp+KIo5Ucju/l8ZJWw74+nIk8G9NrMYq7e06XotB7DDgxZtXvptE7R/VlLtPTjsxgNRpNoTTLWcmsLDgpS7S1BBS3u44QQ0rzE9kHvr+rfKyZlE6DFdLBqlHqzgW5Xw4UjlH5BlplfttL7P8N9uoPV59sqEJHHi/hpNJsuorGBVa1B+eoG89qtcHPCi7LOW3rJIV0k9KPE9j6QOMcN9drrFJ88s0nPHl8znI5l3OorBlnR4iJ9BGHXapATTaQ6jOKBkipqyOvv37Ko8cLPvvpC+rGsVrVXN1u2NUNrmsoqhIfDLc3DXbrQduUlgJu160QPSUwP8YYykIgk2Zl0gj2o6N/RxeZO6Ml6BsUPghmotHCxEyKHUMLRFLWIELSYgoDzjm6Vjw2jTUooyXWJ4K1wjxikNT0vead5uche7gnzTFSNzXOi/ed8kNAT88M4p4VLP8AZBw6hebi7JyT5UkyRUpA+3Yr4QiYIN6JCpK/o5gTVRzxpqnQI+8+1JaOhyOPS79rINKfFe52Hc45QsgBw3JDOuGjPycbKclqvO/2/t+/K7nTJ896NJYYFJt2x1LPsLZgXlo65XEuomzsQVleVj7WTCofSk/k632V9GV17H1/KIM69oqjz34InnBMEn6ghnxQ4ljwue89+f6jV3vbH8F7VHDY6KmURpmILyR3TAhRgmqNwjtPjlGMcdiEPgQ652iajmJWcXoyZzYrKUtLzKifKjOpsaYybY7qbQeDzjuYIJLTlIb53LJQFh1K2tazqEqKwrCpG+q6YV5airLEGHFxLopsylQJBSAl6yMKIVXiSFFajVIxhU3uj+RErT82kvfOwX3l4H51ZG08sNKXoVEfMycdf9G0nrw/BbxYiGAIOcQgkkVpSesAxNjD94yrCyGgghqdEaYM0UFi5UKOwQohJW2cYn6JdrXXx8RxYnqucw4f/HA5aWQ9k8hU5thQJfuYUobFfM5sJqDJCLoS3ktgcvJS79dsTOEWWase9Jkc7jEIYpM5mpp5hh/GzhRH5ixGCQHIMVpjXWyIIjssPaPqGfZI84pZZx20TWnrWHMLmBgojSaGiHfiDcy+VeeO8rFmUhqJrZDDuIiLQizsQ1n0N6h8Ay0rr1z6ZZvX5YcYmswsnPPcXO1Yr2/ZbdfM5hZjDWdVgS8NoTS4Buq24/Z2w9npguWshAX4qHAoVu/U1Jua3a7jdD7j4uKEqirRRvcmm6NQOHs/xNGGyayscYEubwagsGK2E3y5yGxmOT2t+ORbp8npIm9cOeTvz54mXCXSOY8Lkc4H6kZQ4MvkSm2PmO/uH8sjtOZbpEQQRoIW5B0XmM0tWkPTSPB1EzxlJWd92UMvBtg14hVWKDH9GWvouo7Oe4xPGqw2QjAT5ey8w3mPb1uqsqDQWtS4lzLXiEsa/abe4VyHjuO09vlM5y7b28A0ldZYU/D0yWMuziUcwiXm51xLDB6NEVBdEpPuBYtBwggMobqKQcm61/QzGfkxuxucjEiYgMGFlAk5Y7tkRnyXYHrsHdOP/RmgzuEiEJUmoPFeUbfCpBdzg9LQ1MfNmXeVVyZZv/ALv8Cf/tN/mrfeegulFD/zMz8z7UKM/L2/9/d48803mc/nfO5zn+PXf/3XJ/e8ePGC7//+7+fs7IyLiwv+6l/9q6zX61dtymiNpNiZ9EMP2XH0kQE2/q4qx/9y/RJno3rJ/r5ngaPun8dKr2FE7mzzg8t+w8fvyY0a/xCnHzN6ftxf6+M6EAnZGEPTBm7WHVc3G66uVjx774qrZy+4ef6c9eaW9XbNerOhbVq892QXjtYFmrqm3e0oC0tVCRCnSpKVGs1rb+ZLRCnmjbfXlRAFS0w2hMRslFZTFloAL/sJEXE2u8NKGhItWGuFQhuVELinZ10oyTpbGElBspxZOatK2H1HBWx15B/jdfUhGNSRhbr/junainf++/BltFj6PUKKgVLMZsL4lU7CgtVoIx6AzgU5a0yCiTWWsigoqhJtzUTKCj4QEppIVha0SXBUxmBsQVSGznmC8wTv+/ZN9ljfZYVzHtc5XNdJluoUvRpVTHRk+qzskwyPNGyUsihYzGecnS2YzSsiokE55xLyuZtopEMTRpM30sXVeJGMP/Tzq4bpjyNmtndv7/iRmjpudYh7lHCSPuMuYqIYzJuHlDB7z/oY8FGYUUzWlaosqEqLMvGVOM8rM6nNZsN3fud38i/+xb84ev0f/sN/yE/91E/x0z/90/ziL/4iy+WSP/En/gR1Xff3fP/3fz///b//d37u536Of//v/z2/8Au/wA/+4A++alMmnTCJUaHUcMA+IbZZHX01iXdc+mk7Rnz2/u0/81GVo+960Ety+m115/I7XqaGiEwdrLW0Dm42nqubLc9erHjv3SuevfecF+8/Y5WZ1HZL07T45G4sQZuO3bam3u2oZiXzecV8XokWBRMNatKEfe6phln1IdL5SNMJ0TNaUZWSI8okBIRcVa4iRJFctUnnJMmLbxBapwA0OqWdqArLydxysrAUpWD3xagetrDuGfh9vvOh184RYeNugWggfQP5kX8vFaLGjR29TxsoSs0sSdAohS0NtpDEeM4HOicu5VlIKgsr2lBVjgJ2pTMxQ155wdFTiv6M0FiLKUqU0img2BHSmosIoYw5bCCPA+Cdx7UO1zlCTGYoNZh1J0xq0ufY3xdjpCxLlssFp2cL5vMSWZMO5zqaNmlpWrS7YQ2OxeDDvdybspNAlZm/PBH31ocM/IRRqTznQ7/znsnJPWPaB+O+Hc73gXuSnA32L6BnhMnfBBdSHGGQsScEZqWlLA3a5qDuh1HiVzb3fc/3fA/f8z3fc/RajJF/+k//KT/6oz/Kn/2zfxaAf/2v/zWvv/46P/MzP8P3fd/38au/+qv87M/+LP/1v/5X/tAf+kMA/LN/9s/4U3/qT/GP//E/5q233nrVJvWqsUEGPyg58wiIZ9kHZ0vfyiWP2ivcH6HuAp0LeAWnF6e8ZQ1Xz25omoZds8UaAQS1lUVpAxgiEhPhInSto77ZsNvs6NqOz3ziERencwkZYTxTh+2bXpet470gMedkjsvKSGzVyFV9xJ7u6HOfSPtVRuN//vKS6e15/p5g9VG9bhjx6RXRsCQ5ZkhI2lpJxujsUOGdI0NZVWWZzo08bdfStkiajwToa42g0EcbekbmvSf4CF0n9Wgz6rQiIz8E7wnBE/O5GAE90aAyrNMgqGUWPrAFzdMnT3jzzTeo5nNMUaCVYretuVmtaFqHD2GUFmSKkzec5yR4ocBwXpMZFYre1TUOv0xRIw5HPDMbqSYLUnnidf+e8THTy0qfCjHLiiq9M52xKSUYjT6A817Mvuh05ucxRSA0iujvesO0fKSHN7/1W7/FO++8w+c+97n+t/Pzc77ru76L//Jf/gsA/+W//BcuLi56BgXwuc99Dq01v/iLv3i03qZpuL29nfyTcqg+j81x2cxxTH36sFJrPPLvvnKs7mPPHKv36L+RtNPjaz2Ick5vGgxoglGm4pFeJacBl2BvQgRjNctFyeX5gvOzE06WS4wpsLakKApO5jNOFnMWixm2sJAw8Frn2dWNmP8UnMwrZlXxkIZLe1NfY4y96ScDzmqV3J+TyWmf8vZzrPa/5JFJI5FiPvZEZ+5fJSppqYMWMjEv3TM3Bxrxh1WlVN+ckWafNCWV90Y29U0b1huy7lCfjmlUh2a0/L5c52Bkj6nDYjIWE+rQJiaViHaRMBe1/JP8YJ7WuRRnl3MkgVHi7KKNpKKISGK+LMnnugfX9GSaCoIc0usXQ0OPzkFmNeJQoNDacnKy5OL8rM9wrYCu62iapvc+PFbLRISKh7rR8GlUwUjbG76PLo++R0YTpgbaMWVWo8/9s3ct2KnIMWmZ6l8q518+4JPjRC84hPBQf4m+fKSOE++88w4Ar7/++uT3119/vb/2zjvv8PTp02kjrOXRo0f9Pfvl85//PD/+4z9+/KVKTXZN1qhQmkCk9SGlNlYjkeIjEBs/ZiXEsQv6w/qft0+M0DSBXesliZlRXCwN6nSBUks+88YF19db/u9f01QzmFWa3/1tb1DNSkxZiMQaYdd4VtuGd2+u8SEyKysePzqlTEwq7r35rjZFhObUjZhntIJZMXh/xb375e9xDeplvX9Q+RgupyyBq3SQf59889DuHY77/U8qrbEarFG4TvD8Oi+4jeLlOYLfUQI35GLAd5Hdtqa0lvNkgs1xa5IyReY7hEBwkik2xkChC5QWR6sMldc6R9O1ON8QvRcHg/6dQ6cmWnxMME0ErLYs5yc8ffqYNz/xJK1Nifmqd1s2qzXRZ+0Ixjwj15o1qJ5PKJmfyZodMZq9URx+nFD/2D/WK4+TqwNDkWYMWtigI45pxZRujF3zYxgb7mT8ui6gdYQATRRmVTQKFwIEtVfb/eVjEdzxIz/yI9zc3PT/vvKVrwCjTh4c0NBLkkK4RAsgxtEB4/FteZ8g+zKh+D7t6iES9Z2VvKradqQcEo27l4lKDQ4h4lxk2zhCjFRW8gFVpQElrtpEYVrVrOC1xydimomSiqNrHekoAoBt49g1HU3dMpsVnJ8tsIWkvOiBG3rvjSNtiyI9tp0EiZpE4Ao7SON9D3rtMtd1+O/Y+ctd//pPKkv3+/+Gjbs/Tcem79j55V5nefUFc3cZv0uREDHyHMKhijTq/jEni/3fsiDiE8HqjVBHD09Vvz9z27RR2EKn/aoEwiolVIzksyGN0YbCFpK3KsJq01A3LV3nUl3yjNEqIf6LFidOGl5Qx0f9aHYN9bYhSibGQYm4U2VM2okCosIYy2K+oChKtJaU8KLtBTabhvVqR4bminHQ2MaarMrjxOE5UxxOj+i1vDxB/bjGCZOTpg/7aLIOU7bBiaUhMUZ5932rN4zWxt6KzodbqV1tCHRezodDlDCB1jlxaglpT30zXNDfeOMNAN59913efPPN/vd3332XP/AH/kB/z3vvvTd5zjnHixcv+uf3S1VVVFV19No+wxnLAyr9L+cXMmkm1MguPa1sJCns1XdnOXbDh5Ssjz3+kNccf22WwDJYZ/4eD27Z/y65mQJNGyitoio0RSGoC55BMVUKqtLw6HLJ1Y2kym7qDms0MOslz13TsWta2qbjtdMFZ6dzjDVCSA4ExX0CkTeZaMfESGVNHxh67Cl18OFwvI7O77H7XzandyyUzJBepcSjnYh7nZtWemdfjhTZBiMNKg4C9QNad8+V7HDAcMgfR4Go8XCf5nVojEbrIR7NuZAw/zJDFPJptMEojfMe5zzbXcrRFAPWmr5urRUqapzWyeQnoRNaB6wu+oGody31LjGpECTeLTGovQjMvZbLiBltmc8WWCvJLQleiLIPbDc169UOYT7D/A3DIB8mGtMx2azXaobH4p4Fqa938nxmYMPvsmcT7ctCQm6XOmjgaPnl+8du+cedH6IStJGQ0tTHKJaP1vmRo4Z6MJ38SDWpz372s7zxxhv8x//4H/vfbm9v+cVf/EW++7u/G4Dv/u7v5vr6ml/+5V/u7/n5n/95Qgh813d91wd46/FNk/1RtFIUxlBZI7FUPvRpjH/nlNhL+/n78btGErGHug50LZzNLYuqwApq5FGeZkvDkycnfOoTj/nMp54SoqauWza3L9httux2HevVina7wwKXZ0tee3RGVIP79svWbOcCm8ZjjaIqDGWKfbq3Vw/cCB9Srjha39266quWb8xqzbLxWDifXBwJ1A/pS4aLIpKyzD6kFWr0VxDni9JQVjqlXfd4r5LWImdPykBVFixmM87O5vgQ2WxbttsdTdMBEtPWeSdOPMagjcYn5hc7Jy7qznF1dc3Vi+veJJc9Pnvimwi2SvmshqZK8G5ZVlw+OqOqCoF6UoKI0TnHdrdju9v22navROpp1+P++0ZjPxn3IwpOjIHhbHG4mDXKad4p0Wp8HNwtppJc/jdOOLf/8iHFxrgp49tUAOVBpfMoFyIuRJpdoKlDQsl/+N54ZU1qvV7zG7/xG/333/qt3+JXfuVXePToEZ/+9Kf5m3/zb/IP/sE/4Pf8nt/DZz/7WX7sx36Mt956i+/93u8F4Du+4zv4k3/yT/IDP/AD/PRP/zRd1/FDP/RDfN/3fd8H8uzbL8ckynHMgXByCdgz+0G/Y5HjZerMh6E+E3XvsO5jRLu/7V4Vb58wjDTDuxCM9+4WJiUalCKiktkkJ2Sbju8gRyml0FZRzSzaaJpdiw9eUoTT4oKjbRpiCMwLy6wsqMqi79TBcKpha5GYZk69Y7TkGert4ofd7b9M9uDBwhhJkfuPv0KZeEaNTFgfoKbJt4dp82O35AfwBTWqeU99lUvJNnF40j8ZoH1BPr97gpnYa2gjeXt89tET6eyCPXo6Afpm1/4M15OdQLTWaS8oSTWfGFMGTk1/kgkOwQDMdcXYQwPt6h1120gbxSOnb/8wr8NvsuZST7WmKAqWy0US4PLtYlrsXEvXtamH0COpDMM82c/HXbIPqcDAco6UeBxuSCVk214r2+csqf6sJanJu9K87pl7J3wRGGeezvpfSM5YCgV+dPnhnl6vzqR+6Zd+iT/2x/5Y//2Hf/iHAfjLf/kv86/+1b/ib//tv81ms+EHf/AHub6+5o/8kT/Cz/7szzKbzfpn/s2/+Tf80A/9EH/8j/9xtNb8+T//5/mpn/qpV23KvSUthcm4Ka3RUcyLWV3eh1B5WXkVs8o3sryaaUZNzoZedrtzgabzLCqBBUJP0PF63ron1BEBbRWlMWhb4pzjZhdYbTbsmo6u2VAaw8XFOSfLOVVVvlyrjWJ23LaBwsC8NOIEk99/x8MvHZ97bthXKB5Sxozqw7pzH9IY1VsGJu/kKN+dXD/2u9r7e4xBH/bh4St/jEQfGdO2BGyaz/DuqUNrTVlJPE5TdxJv04EpBcPPk4mfpMdQTlM3LUSPpqWaF4L3F0mClsKYQhrkPdvdjtVmzYvba1a7W5T14CUtR8+rhh4cNjBGiqJgcTLnyRuPmM2rfpRCCLRtS9NsabvtMJ93DF/SeeTzWKFRA+M/qrWkNx7YNjIDDHH4qhgxhtHIH52nY0UxPSfOWlUczmJTqmSlIWpS1t9eUiH6JIjo3JRvEJP6o3/0jx6XsnJXlOInfuIn+Imf+Ik773n06BH/9t/+21d99ZFyN4VScZCmYmpXjpiyJttJU0rqfO3IrhEJ6KVvPGjWRIK/r/mvSNDG9fZE5s5GZe4cJ/cf19Xkd5+8q2aFxJ7oPWo13SxCuMZjpNKmqWYG2kjdaGyhWGpNOT+hKgtOl0uqqpyamvZL4kCdkwP00oiHptF76udYuj/S9QmhPjLWxwj5REbde2a07e+YukEKfznm3bTG4CNd52jrlq7zuLbrJV+V0oYIwrhBW9NruFolCCClepghpQdGIB7YAdd5YpjmR4rJmQhIz6gEgip1quQinv9OVfo46YfE/9Cv65AGoseoI+Hw9YsxYfuZoQ4Yxi3L82Vpe3w914oVxBaFaAZRYXREFwqjK7yXfnovRNRUtteeemahJI6yaTo61+K9SxRVQZS0M73g1TOs/T0jsV5VWTJfzFK6GjF5xuCp6504aYQIOa3LA1ZDdg7KReeH1WjNj1sy0YwzZxOkhzB4r4z2QxzmKo5X83B10tdUZ6ahMGjGQzLPvaRqUZqgVAQtqJY+BNAGRcSk+h6YTurjjd03LYcypNq7LiaFiDIG74X49Qw3iwNqIDLH6u635j0rbvLeeOS38aUj9RxItfe/7iGtuJ8Xjjy0YpSNJigNHKXs07ZMFy6IJ2xRirtwqMVryxSaE1Mwn804OT9JMS+jGkf8VNohc+O8UImqkPOn7Go8ffd+1181gfhev7J2lxozkVXvGMix6fFe2WM01kN1chjtnafetmxWW+q6odnVSTMbmE9Zaoy12KKiKOWsxRqbzkh0j65hR0wlx6s0dZvcrD3BO/IptkyzQhuT4pEE6klpDQn2ySgED29o8R0jONJyGRHn/L8oZz75e2aKwzj2xrREfyXrsvfQOugS4S+sZHGOxOQ4E1HWCMxSgBglTmcqUEdyzIJPySm97/DeYRJBzu7nWQPIa3Fon+zGqCR0pigLwZxMCcaUghgCbYoFlPrUsInHm17dIWDuNVkGIh4SgjGDYvQ5ZcfNFrmx6tz7P4xf1NtuB1Yqo2DGtU7aLUxu0sCpdhwHcprP3FTUk/37UEiujzWTuq+LR6Zu8t1oSfHddSLPe5UDQe/2JXmIXPyKitFH/vzREumTrd15S5IYNcKklHl4S/b3TQRcQoIQqU2Aq5q6hQhFoSnnM7SdBvEOCzzgXKRzkSJBFdnfxpUqUl7sRT2t7h+7XD7o3MUYefbeipvrNe989Rm+bQjeoZDUEejcKtJmF881qw3KGGw5w1YVRVVRlAVKQWg7vOvwrqULkscHFyh1pNQwKw1FYZkt51TzBWU5wyzmKQmf6hP+Be+JXvDtVFWgrOlTt9/X8V7fzdspSeRGi/dfSB57kDNsJ2k95rBf1Qdm+whRacqyRBkJKN/VDUZrZqXFEQhEjLKUpWVWWdqmw/tAvWnlt3lB9ILYYK3Bu47VzQ1d65PTRNYsx/J9OKTyDCCwJ8szTpanzGditvYRjIK2c9zerOlaJxpFb57eo1hjaaan3MIwVAY43hvbqXa+r92Nvu69qn8sZSHJns/EUUzYgQQe+4932w5UH//FKF5KFMj8VOp/HOEuvkJE78eaSUk50tkDSUTtrYXB/CCQ/3Fw889mgaOL4e737rdi/4k7pvdBJe43Z7+eLEDt2ysPNsBUcst7RCGQRTFGkZjVsYenvyV5cnKpf3uAunZsty3rmxVVqSmsojQJDSATwnGNMf8V5pY3kiCST9s8bdFoR6rx7w8rx3o5uTgI/SIp3pVKt2+gmjz7ssaEEPAucHu7Y73a0jQ7onMp+ZynlzCQ8Q7JPKe8wmmLNhanLAaFi9C0NcSIb1tCwq9zdDK3IRKNImjQwUAoKEqDtxZvNDpYlLLolM8rZrE7Iu3xQjjFFLivMY46mecyfZgQVpUrVIOmEmJPNEM/lSkpnsoC1GBiMkbjvbCKzjtcECalisFUKTiQiqjEJVwQ8VOeseBpmob1epverfvU9hnNRMVIiB5GXnLiRj6o/EVRJHintAqT45X3gXrXpjYONKc3E0zWy3j0RmPT/z8O9+0TgfFaO1ZtnJ5jxgk3Gt41cn8avX/csGx0jgMPyzTiCEPcb6vcPqiNMbX9d4Qm9VEUaxUxKJouivdJAG2PE6+HDenxcozUf8PLUUktt2Dais6LmWRuOLj26q+NvHi+4/rqhve//lUuH0tM1ONPPGU2ryhm1YClNn4qSVp1E8TNvNSDhSm1+66cWB910Umej2rYWBPnpZeVl9ybZ6DpArttxztff0Hb7tC2EykziAv2kBlW1DmVs43rCFoTjEGVFahIcA3N9gbfdUTnUEgGWHTGVJM0KTEqdOcJMUjAa/QEvyOoDluUVLM5fRBotizEQOw6CAFlLeNcApNuZhDXGFMOpRRUOx6X/JwSBhV8EDRzBQ56YqZDEtJjgi9K9xmjsVrTdR3rXUPbCRM+P5kTjSZqi7IWY0DFgPORsOuYVWLCbpqO65sV777zPsFFrC4xVSl9VYrg5OxOdS04MQeCm0ypRjGflYOH6sCK6DrH+naD73xiXmHiYbzvgDCh80oNHuAHkq86TphyxT06+6EwOmUcU5aYP8kzWS2aMpmDBT2ZxyyyTusX775kidhv8gMZFHzcmdSD+zkewHEZJJHSykYQ92tQKoqDBXE0PR8thTwSj/cNK1mAjXveCnmR5qRz2qRcPeQDdXWPwJakz1RR3hzORV7crrm6ueVqvWLndry4tkDg8aNzPrmcTWrJz3WdjH9ZqP786T4Vsr/yYdzpxopPFh5Hh9SD7T390kv0kxbs9eaghXeWMMI0E6cCkbiVQbiiVhAku222CCgVJfBVazk20IEQHNF3xNABHSCBkz4qsUNFQYrPSqyzUBiDrxuqsqAsLdW2oShLwsmCWFYEbdk0DgVUSlFogzVWCHrK1zRxVc7nOTGjUQQI4omnk4eocy4xP9WfC/sANpKCv0X3UFrhkgaUY+GUGQGwKsTUWVhckJQYq80Gk/I6kTR2YwxRQVCRTSN5nepmx67ZEUwEJ+ZTkllOKY0u02F/YYitlbiqdtdvHoVCK8vp6YLFYnYw6zGIi7tk3ZWr8eCuEbcZfcxpQPJ6VCrQO4T3UtIepwfGzguS3Di/MV3PwpbK2Y9H0VCJOalM7bL3Sx+OQE8T6Gs94KCMNbPsppaFmcAoMWivIf+O0KSmrtH9r2Pif5ROTH/MZqUIRD9s5jsiEe6q9N47jtX0KgzqAzOzYxLXXr2ZSWQTW5wEIGVzw77JJl3b2y8+Qucjq82W1XbLttlRt3IOcHZSUVWFSJbEXkrP5laX0imUlRz+T+zWiSmoyXdp+CFzOdwAD/G0O3rLaIFlibRfWv17H77hDpelDLxOcUEhqL7iqPP8JJBVeuhaVIxErcAolI6E4PGuIQYHwUMUJhWDrGlJepe8WZM25pVDdT4RYUsMAV+1qOhhEYm2ZL1tMEoRrUYpgzZe0BmSA0I2YfXk6+AAfhgziR8KvbbgkmNDCIqgIiGhByuFYOy5QPRRIOkSgw5R/qesrA9jLapzoDx1U6OVpjABrJj8FvO5EEQFbSt5o7a7LW3XEs10DsTEqsRUqBRRa3RKPSFSAxC96KfKMF/MqGblSAsaxsB7PzAbSCg34/umeweGLTaOCZM9Gad77mWrK05vy/FkooiJ76KKYwFw+Kv25m2y+LMLe266ihyaNgZGBWown6Y5kCuy78N9XRmVjzmTknIno3rg85nYGC3MqnWSBr3ZdcwKS2EHVIQPyis+Wh3s1d+tUiDfYQeS5siQynqivKtDualfmzGb6DxKKawxrHeO21XL1fMrNtsV1kI1q5hVFYv5kqKocE4O7w1iYfUh0rReECRKJcCU39QRm5YxechC5tgp9NVL7OlIOS+wpeHbv+OTrG63vPv2CzbbDU3bimalwOhIYWPy8BsQwUOyo5jo8F1Ns1sT64bo5JwLlbRgVaCUxZYVZUJ0mM8MWoOOnrKaMSsqykITnWP17i1q0UJVoucztDZEoNnVeDTl40diboQ+zq0/aoKUnBIwAqGlkhQeQRDxE30sjWGsA6goOcFAUaEI1hCtuCyHII402WxphmAbZrOKsrTsiHRty3azws4rrC1w1kAURw2iJ+LpfJusJyW1EscQdmua6OliQJNc/ktDVIL/p4wRqUFZQhdRwbKYL/v4z8xQIoh7e9v1YQh34oaPz6gy/c8/pe9TB6YjkvfUXW9a+nFX03tC6kpO1hkHLWxMII6Qium78+cwurZPKEevVmow8WeT8EPKx5tJjVTj0Y/kYXkI/ZgOuew0rZVoVD6y845GQZVTXWvZWOMnRwaP4Zcjgs9DZKFvVBnenSSc9D2MJJ2xdK9GVCf3b2xoUIjm47zE80DEGsPtquH6pqZrd0TXko6vCSFwu9mB1Ziq4GQxpygKbFkkyTS5mI+QLY5tyoyccWx9H9nCH6qo0TyOY0r2t3Hcm/p+eRxriNr/Kmc2i+UMpRTeBWabkrZtaNsW74IkjIzieq2saBnKGnSCxHFNg286ogsYU6KMopwbjJV4KmUKtDYURdkLYhIQHfCuQc0qTFVhi4LoBExYVSWqEFf3HEeojU1MUtzhx5mMyEQnDvaHfc02hzf0VtxeCor9mCnyGcYg1eckpvm5caolo3XvEWiLElA9JJP3jqbeSUJEI/mnLJGyrLCmwESdTKIBlcytPmmgKIUmCA4TiuhT6hUVsLZgVs6YzUqKwg7eioh5suta2raVJIoJ4Hrc1T0xcKy2TBfKPi+6h4BkitfrQXfQnzxXg7y6f5yxx/TicHV/8U734OELZb7GDR9uiQfP310+3kzqg5Qk8kyGbUR5lILCKFRU1A5uNzVN43jjSUlZWorqENfqLlknTj58c8pddLL/PZI8nBRa5a2TzUqKQyFgKJ0L7BrH6mZDDB6t4b1na15cb2nrlTApC8F5mtDwhbffo3xm+fI7z3jt4pyTxYLHjy85O5nz+OIEm85L/Adh53sbQalRsOKHObMa18mh1p6Jx/h993HJI/gAKKVYLCuWy4rXnpyx23W0bcdqtWOzqrl+tmG7vqVzLaUVCVgXBrqA7zzb6xuiE+C5+fk55WzG/OKU2bxiPp9hKotJDgdd19K1De3O0XWObqtRJ3PMckY1X0IE21zIuZdSGFMRfaBrG8y8EvNayg+m9gJ6s3MDKueLGn6X8zaJLcou/XIMKl58uSo71jwS48tmIUmKqHqrgFaKyih8jHgVYTbHlzPsbE69vsW1NatdzWJxwunZHCzEWKCVZlVsMEE0NBdEm/MRYpBA30gA5wfhLQpSvydycnnC48tzzs6XzGZlOk+UTL51vWO73bLdrgnRjZblPVLVeMko0viNl/QxCrP30x1bZgyapbKhLUL0kaCPhdOOQ3ASw+oZ1f7CTmEEGeqJgfH0QubIpBhDnMztQ6N5P9ZMagz/NHZ86a+PPsfJh7vVnJh2i9Ga02VB3TjWm47/76+9y3JR8Ls//RrVTBL7ZZjFqUSSpuf+NflqZV9Sf2CZaIl7GsH+PQN25rAYx3rUPrNVQNN6bteOm+e3uOAIheL59S231xuiFzfq2Eq6jx6LTQXqOvL+i8DVzYbnz9cs5hVnZ3MuLk5YLCoeXZ5gjZFD78kQxCODOB3vnpGoV2dOB4aOXsucas37YAtx1IAHnX2NZ0aN14p8KEqNtSVlaTg/W/Daa2esbs6odzXXV9d0wdNsW3RwRC8H9POzBScXZ8wWlWhQJtJ1W7YvbmnbDu89vmtxncM5R9t6gvf44Hi3sIKeYAtxHFCa2byiLAtmiyUo0SIWsxkzDYu070Iierk3gmQ+9foLMRC9eBHq3nVdOi0aiJxNZXBaSVhID4Tq0/VcH9GMzouj5HzVCqUtWiP5ilTEFaW00Xl869iubzBlJak1lkvefOt15lXJL/9//i92tzuU9xOr1XRGIuDRSmNtwVtvPOETn3gLa4UG+OAFIcQ7blYr1ts1LtQ9o9k/jpoKsqM1nQ+GRw/cHbaZG5mdM1SvrY6vj8MmBu00ThW1nhzua0yj1BxxPBbpx8n9ud7Y87QchD4uMb9nRLtfVj7eTIpDRqQ45nlyF20/9qvUohUUhUTuoxTvv9jSNAXdGx1lWZBV+CkRPZS0X9qHgR4eNOlQbmE6sXc1n37dDrfubZa9Vkz+f5/yN2ZfPohHXts6Ot/ReNhud+x22z4/TwhxgFdKECmu6+i6iKJhExuqWcFqM6PpHKenc2alFY+zqkBpc8Bwpm07NiDjyI9XmI1xHMeYZe0xqvyqo3N9bOAe2IT8qDEaZaAsLMylN2Vl2W1mNE0LTY2rQ2Ki8pypCmZnS4pKo5XESTVNzWZbs1ltcV1H29R45xMCRY6DSqxGKWzKbGutZXkyZzavWCaPT2UstiopGK/1MTxOcl5WI4/YGJNLekArM2Jgw5mcaEppz46Img++N6OF1EmFIihQkjeP7ASglTDHTM+dljxPwQQ5TwvQtY14QyqFLSyL5QJiQBtFCBJ7olB9Xw5duCPGwGJWcX5+wuPH5yit+va7lC14s92yq3f40GG0nMmNabgshyn0EWkccpbhY3gp01izY+sm7tWaNJw4zn6wb3AQTUeNFx9jZ7TRnktqUh/7Nnh5TNp1F42Z0K40Fr8jzH2ZSY37+qpM4liduTjg/LRgXilc84Sq1FSzss/ueWje+eBvvo8xHLvnKAPbL6PBGFJ1HH+LaN8vJ+n9IgWWc4M2JWX5Btu64dn1iuCf0+22gBxOYxTf9rs+wWuvPWKzCdzernjn7XfpfIsHdBWpW0cbWq5u12ij+Y0vf52z5ZzLsxPeeuMxy8Wck5P5XRaNo+Pxocr4XIXpxo6ja/0G/wjL0McpqVqezliczDh/vKTetWxWNS9eXLPZbKnbwLp2bN55F4LHd571VY2PjqAcEDBas5xXVKUwk8vzBWjFtnXUCd0jhihpv9uOXdvQ4ShPzqiMYWYqzk/PODlZiBMc4gF7DDgghixVC8MrrO1leB9Cfy6VweUEhklNtH2f0rqHII4TWmkKq/t0715l6J+A9V4YlJbrJNw4bcEu5r1nXdd6nKtRKF48e8Z777zDer0iBMdiPhdhSis267UIWRknMip88JzOl3zH7/ssl48WBBq2uzVFUTKbLXA2EF3H83ff5+b5Na52UEI0pj9nHSi1/DtgVMTBdXxE0I8r53lzD1RhokX1+z79PbJpBlP+mIuOdeNDqiS/qAnTifscPQ64gWrIZkrwuZ06adkP41IfayYlUtwh0dr/fmyOp4Tn2M3yo7GKEsNrj+ZisrBGDkMnqvUhMfsoyrFm3fWKO18dhw9iSTgcMDGvQNbTH7R0IlitKK1GG4M2FmuUROrnLMgg5iOtMdZwclLJmUL0bHY1rXP4IITLdY6IRgdNs6tZK8TF+JlhPttxul1Ieo9Kovy11gemhEMd6MMVlQeHI+PbU9T9FsTp9fEjcZ8sMUja/fMjKXXvPqWgKG1qj+gR80UlqVFcS+1burYmqJDczIWIWVskLD9Js26VQivJIquMQgckuaAOBOUJXZD5tCWLas58PuNkuWA2L7GFHZxb9ghh7kAmZGqfQsbpOlZK9UjmA2belOgpSHma2DObhN6k5L3Hx0j2HTNaJSQPT0wBwLawguUHdJ3knrq5WRP8IJpJBuChU6r3m1aAYBqWpeD0iZOEk1QggDWGsiioqjnL5QkXjx7jg5PQAC+efmMmJSnXB6bUaxa92fhgCYwGIO3T2A/24JCReNdEbt7XCtOn2MdD7b9nfNdIbFJpXmNe50MMYS+69oJwio8KQ58zw4eY/jzsUOpjzaSAYVPcOdDTCw9lJGPTizGaT7x1RiDi4tSEFBPxNyNueex87Giz4hGCOl5QRwSa+5S2l2tjAyEYPyRMKp+wjTOy7XOz1Pe0Mq0CZRIuf5TMvQoEI41EgI3GB7HXn5+dcnGx5BOfuOTZixXr9Y733r+lrmua3RZdCO5cdC27XaTxgRc3G6w2nC3mPLo45bVHZ1xenFCVFq1tL5OOB2U4nM0S/atJD31WWTXA3cS9a/va+wRROttWk4dkHxSdb35Acw7l16GUpaWqCs7OF4QQeO3117i+WfHs+TWbzQ2taQg+0HUO1xlm80Jctr0IFtZogpNYIHG4TudFJqBwOA1luWS5mHN5ds7p6YLLx2fi+t6L6EdHrpccxXQ26kvqUAZihZiCtUH50O8FP2LyWfATi/to5UZhKBrxjNx1khZ+rrO5UlAjuloQMorFjNlsJvV7z+3NDbe3G549uyEE8eb1XrwnAwEVY8Kdk80Ro0Ipg1IWhe0TdTrnMFpQ1ktrMdpwcfmYoqioZkuurp6x2665vb0mhNDj5uVzpyGF/HQMB+Y/YenT9ZEPfoJcz98zux3mY/hlTLUAQfDIwl7Pq+TacAo45XD5F1niIwY3ls16lJLkaTnykBgcQuKQCfgl5WPNpPbZUDy4kj9/eBUnT1om4SFvxiRVhJSRbz+1xdEG738elamsNLptxNQ+SG9ys0I2xaRadNJY2lT5EJ83beA+G4AoBEdFvPOsVxt+4wtfZXO7IqgU0W4Uxcxwvd5Q+8BqvQUUwQfqncP7yJOnlwJYqhR13dK1Hbc3K3zj6dottjREa7jZOjbtjnevrjhfLplXJY8uTjhZzlkuZymtvbRNaOB4c706oxoePZyo8S+TDKf7QsdYIziG2/YBS6ZzWRtZzksUS6zWfKVe4wLMq5LFrBICnNyruzpgK8t8VvLJt96krCqULVIqD+hch3OeuulwrYMAZVFijJV0E6kLWuUOj0YjEymd+5nTyI9aHfNUCNH1KdX6sByVwHMlBHOrhXm6IL/50KbMBcmVPQU/+0Zc9Z2xaB3RHkxhqVSFigpjDMEFvHd0XcvtasVqs2VTS0JClORQU4mL5LiizCSVingCMYgTRqEL5rMlbdPgfMNue53AkjVnp3NOlhWvv/GY996bc319xe3/vRpMoPn/anhHr6+oJHBlYbAf5mMC9wgJ5Qij6zlJ/9Pd57Qx7v8mAdQxTlp8WMbC84iPZr+A4SxZJ8FdMSwdxUP35MeaSX0jSjz4IIObhGFBqQmTi0NMXozEZMLI1+JBXaNybJJGGtMBQxpJpoeyFX0bj9d5XHVTCGKBikOsx/2q4Kgxqe9d69huG66ubohdQy9yafHWqtsOFxQ2Bel2DqIDoy3n50uqqqIsCklRsWvwraftGtquEROZ99TeS6AqinrXsqjENdq5IJ5nizJpvaYX1ybbbqzpjIZkoKFH0Cw43J4TOWNy8XDM4h1fHjK0x+7K6yr/P9MhazVVWeDngcJarDUYDcaKmXVXNzgHEDDGUJYFi9NT5vO5pLxIxLFpHd55ms6xXe1wraOw4r7e74FjizJmqTr26zLfO6aVce/hEONoL8kZkw9xwCxMwot3UbTx4NL9Ejiug3j/BZ/yYyVNCJXwAlWRTIqSBqVtauqm5vZ2xXa3k/TyWpxiBJ1bkDxIxHXCEpScf3Vtl95vadjhQ6TrIiYGlDKUKS6tqArq5kTi0EZ20ZgEpv21NnyPo9+yADBatX1WxKEcYyGDTjV6QRzGOi/XOFr3WTgdK3B7Msbhe/aX6Zi5I/QyKj248udrCtQ9GSfG5WPPpPIm+PC60n4ZO2PvXUmLzGdpNrUhIugJmpR6J5WQ7LA6M60DWeYbX/bP4I7KRnEwAex7s42Epn5QQhAIpK++fc2z51eEboP2XsiNkkXfoZihsUpzdn6CNgUhFlRlxawq+fRbj6gKS1kW9ACzdcf1zYZnz295+53nbDY7dus1qgBdQBOg3TW8eLHCWEthS958fM7pcsaTp2csljNm86o/s3pocrWHlqzJ7A3H9J4RQxnLwTq5c9/Bhx6wLkZo1Ajhb7vIrnVsu47LJ+ecXcypNw0+OHzo2DYRHwXfrzRzllXJbtOw2zjaraM6KShmJnlcRgyB5bxALyvOzheYwtB7vh3dEAPEEQgG3zgeJpCTHdKb+HI8HsR0Hin3+hhQWlOVFZGAi57tdguAKeQsKBAptGTZDSGgCyvxeDF5GBqwqsCKykXXdDRNw5e/+FWurq74wpe+BkSslnhI4pD5IMtnPeFOfulKaZx3vP/8BWePLzg5P6XpdhgFhSlxnQelcc7Q1Z7dVUvXrVG6w1hFCEbm3WRtbaRlT3dXP7OHg32P9LT/zFTpopew84ocCcPC+xI7G6yxx98L/frrBels3YugGKcYkecyrFX+bA2UhQDzvnOsG3vl482kxjEFR84KBuowTN7o9jvKA8hEigUYpWrrF51KWkSIh+skT75AEKlpY9Xe3we15NVKjyJxsIAH4uETvlufnOwOYqwQhtY2nnqzpd3t0FHczolwfnqKKQp0NQcfUFFRVSVVVVHYObP5PAGbFiL1apViXiKzWcFZXKQ8UprtruHmZkHbtTRdS9uEHpDVJ1PQ1a1m1zQ0vmO5nDGfVywXM4n/mRWCTLDvaJEF0/xlf7zuG0vGAtJEZxs+jbnZwX35nhGxGi3KkezMlKLAOFArprXnvKdparq2I4bIYrnAuY6uLVguDGXhqWlZLE9YLpcslnNAY40jqkDXeuqdpF+3eBYnC8qqwBQSr7a/QPf3keAOMsTqjCHjY+zN4GMkk15jMTqd20UsRuKRjBatKkoAMArKwkiigtjDpkKUEAeJyUngyFGCh0lnSwow1kjgrgsE79NZl+7HcBAfx/PYv4VAENOkEpd8a4t0HuVxrsMYm0xeCqVyQLxFqYJs+hKtJTP6OLxm783ybU+dGS3PePBh75kjmtCdVpkcQ5W13kjfj8lcq6zZxf6+fYPL+BwyyzPpdDJd1xijqCpDYfS+KeLO8rFmUjFJZxNR9dh9I2p7LA5iXNTeh+ltcXKfaEYJHiaZLbSK6TeFDvmdaZb31+XRxt7XqJfceozp5a9qb6XvPWZM0g69IGybPW6vUvvjqO6uDey2jt3tim67wSBeVqB5/fFjbDHH6QXr1QuCb5nPKs5OlpydnrFYzLHW9rBMPuYMsSIxnxVzzs/mvP7GJa3zPHt+y4tntzx/74p3t7d0nSB9o0VLeH7TQVS8875huZixmJc8ffqI05M5Tx6foqsCo00fsKlGPTsYvLFV5C5pZrRBJ3dMDqr3XdmnJHBUVfoxHl4/8owa/V8IKHRdx26zod3VGKN59OYFXeNpjKOsIs4HNlXHxcWC87M5y4tTOa/qAtfXa9brLdvbDTF0aDrmJxXV3GJTvqR4ZO0GIiZRqoxU7rwgLyhUfyBPTAG3o27m5IJKK4y25FxPWWOTZ+XXclahlaK0hqyD7OoGQauICfbIoJTBx0Dnux5ZvlASo1fMSlAGohJHDECFoT95TcguCUlAG9ZGCJK/ShtFURSU5QxrZnhX03U7lE5oGQk2ylpD8CUa1xPq8bztuzj0JCqZJ7ljvYz/Hj1lynRLydhm+pjfdiTZ+0h4TotpYkmJPePvK+sf3BOqeoej/VEd5rUwlvmswqogmIkPKB9vJnWE5sqgH1OVvzFFIRpV0EKSQsgEiZxkc7ivl6a+OWXqLTS5gjUKD9R1QOvIXtLc6VhH6ct62/LuizWbZkXjtoCkWChswWc+8xZBFbzzooFtxIcOFeXswLuAC8n+H0dzpcabMDFGDUVhePL4lIvTOZ/6xGOubzZsdw3vPbtltdmw2W7puk6EAaXZto42WHZf67DW8MWvGE4XC5bzGa+/fsFsVjKfV3139jftR1lyILDRuteafBZotDogRPfIGcfrD4G2rdlu1txc33C6PGW5mHN+fibj3HmMNcQYaRovALOFkXMmBbrUXDwS2KCLiyXNruH6+hawuDbAPLPbUePUQCCzVO2jOB90nQS7H6B0xGngr0Jh1DDmWqmDZKPWaKyWzLy5uNbhfaDMqZrTGY/sNS/OEW0rYQrWEpycw5nCoGJySw+9mN+P+qCZiYUAckbmwQFAqQTlFz0hOKwtUSoSOkf0ERdbfOzSuVog4okqhVn4ANGTpZs7LTlZEGQUM5X6mc9wep1vxGGiygHnqg91mmTc2HPr7/eZij1AbO/UEsLQxtEc9YMWmdKDQcqSXRv3OyhjrAHnOlYrSeaZvYBfVj7WTOpOnWTEGA7vuEfteokWcyfR2HvRRELhqF6c/j6QJL0q9dx7XezV8OlCBQZHD8mNJ79FetfcI3pG/71uOm7WNZ1vCLFDEbFGzpfOzk9xQaNvHGg15LOJQqQlgV2YmkwP2p0kMA2zqmBWyTlENSvY7lpCVBgrzsK13ooJEPHi8sHTtgGlNNZCU3fsZg1laVgsKmKU9CFaqz6H1v67x+O0N7z3jP0xdXmkISW3Y5XNqT3JOaxVGEAcNnxfdWJnEWKItG1L23Z0TUd5UTCbzSiLkmADtggUVsx1VeXJ5iZBKBJiUpYGygJjDNZa6s5hkrdaNt0NcT6HAxHJ6eAzYc0xRuk2NQ3c3NcqNQNDSINEJJugVT9uIeWfCiFQaNt7c/ooprjoHcF7CAl3UOueeGslzhOu6/ZmJVHcTOyBIp2XyBAPFFlBOucUxw6lNSoYUEYYUgiyzmMkRiHE4thiIYrJOyQiL0C2cbwR+1Yd0q2JSMCAap7vHNWzT68mgvKepLn3TZE15kGgGIxAoxfsMb399UnWHLMsoNM/Jb9n56zwQKL2MWdSe4J4+rzPD+Le/Q/1Rt6j6wfUKU5uCj2MViS53+4RJxfEHHi/KPUhy73VZuJ2yPXExCJxYTFG2qajqorhHGd0e4zQeXh2veUrb7/AdQ1EcVlenp9wcX7O2cUpuyYQWaMpsJTJbCTStm7FNFNZMSehdS/JjY7d+zJG3F4sZizmM167PKVzXsyB715zc7vht77yHvVmQ1PXGNNiSouaz1jtttyutnzhS1+jKktee3TJG69fcnG+5PFr5712sZcT8kOUQVuS/EKhN4kYM6yMYa/HiUfZQ9oQIjjnuXlxw27TEkLF40fnnF+ciNSf0nrkYgthVqNVmf4vf4tKvNJOzpfiYZeuZI8678W7rrBG4msYkFe8l7QisyoHDmdwYiFWPjlWaKUn/VSj/49bFdPYKISJeR/omk6Yg1KUhZW6gE3b0DlHs16L92JRoRLCuSksIXh225oXVy+4ur5O52PCaMb6a0xB6N/2ez+DsZabmzW3t7dsNhtydt2qtCg8wddopQhK4aKhUBGtIoI26dGhwypNVSpef/0xIGdqjfM0bcc7b7+b+jfi/iOyoCbzNIzWgbAYp3dkZWdyxDASPscuN0NRI40pNyKCNvQ2+PEjE/IhCTrlFjGnqghG6RRELelWMFAoQ2ktp/MKay0xRr701a/xsvKxZlIxbVJjdTqYlGReg5Q6uI5P7P37E/uQdwGDm/JIBo7imuq9RJFLgjSR/kPCBimLIR9VdqjQSdLsF9OozhhJGwgB3Hxpa8cdyi18GKlVo09RgbUK7wUUtiwyR1eokdbnA2w2nu12x3a7hugl62aE5WLG5eVZ8vCKEBQhKnw6X5CkiJ4SUEpnxDSRD6MQ1AP+fURQ6Am+NZRacXFxQjUrMYVlu96y29bcrjZ03tFsGkm5HsEUkWgc63rNO88CN+sNN5sti3nJ2cmc+WKGLYzEBo1HctIGtd+cvRvGtwxaRf5pbOTIyAMmM+n08IQcjaXWEYFwzgta+maHD4GTk5k4O2RHB3Vk1cS9OT/adpXinRT9OUMUU65h0HgGb1UGdO0Ire/6/ReCmHiLhFRxjBEPxx9xOKNM8EljVJH+/Cqt86ydiSFAU1azlIbEJqBaYaKubdltd7RdhwvJ+zRR7zHM18npjOVyzuOnF4QI19c3cnaWNSklwcg+dHRdTYySKDILfUqZlC/NEbyi7jpi9FxeLtBaU5SWuvNsdy0vXlz3Ho+QPCMzAkNk1EIG55qYvqs4KOxjhSYJd1Gp0ZiO/kwkdvnSk4yJY4t81xmuPt+UsmUbpSlSXrDsKCJrTfcatyalhLEGCgUGSl1wMp/z9NGFpDgJvwPOpIiSAVOZlKw4xInZYOy5pQ4+3VHGWhljbYl+kYznOkaxrXon+ad8B8oobKFpnUhqpR02pk9cqM+rM7wld0lSijsvidfMSLK5cxym7T92dxKw0ntHJHDPu6wsDXUd6Vw2+cWBUOW++8Bq1bJebdmubymiYKcFNKcnC548Pk+EMpk4IskrS8w+nfPiVaQMIeZxiClE5FBzG4Y/JkI+8jNSov2dXy45Z8kbb16yWTVs1g1f+OI7XN/ccvPOLdZErIXZeUUgsG5X3Kw3EBSL5ZyL0wWfeHrJ06eXnJzMsQnu5tio9w4Re7xDxnD4MMxvlkSnUFryU3JJTtOcBZ/xKp0IrmnKolJ0zrNrOq5XW5azisvzE4qyQNuMHr9fy7FfxmM8RXPLzCCfr5pEqIg9HkN/t1ZCY70PNF1HCMLU2s7RtY7L8xPK0g6MOg4VjAWqkDzznAtYK+lAhDArdNLglNLCzMhefKI1lvMB31EcKaALggyxXa1pXYuLniKt56lnJZxfnvDmW4958tYjdruG8AUHPZPKjErhXUfTbjFKzMaqd38zVNUJxnSEANu2JQTH48dLrLXYsmDXeaptw9tvL3ovw5ihKLxLZlOIwU+Y1JCrK/aZs4e4uQQKG4b56hdfEoJ6ltTTt2FV9YJANq+m8dFjLKqUaNMYQ2EtJ8u5ZIVO78n0MhB6SVvczTXKyr+Zqbg4O+NTn3qLorQ4Cd57aflYM6kcvKmTrVOZvQA8jhPrh+kYLy+yh3U63Jd/zoZkNlOCs5YEpIzmrNLEOh8kyd8k86YQQA24CITBzf1lbe6J5OjvRGhKf3viPrkwbkCUtheathMNcT63ZFdnhaJuHb/1zjNWq2us3wqMjDZU84LHj855/emj/mBeGSTxYQioKO6/XinW6y113TErbZ8qviqspOgozPG27bU6x1WFCIUZPJJmi4KyMvy/Tj5F1zo2m0/x/Pk11zcrvv72u7RtQ+dqTDlD24Jt52hvtlytblh+9V3mZcWT1845OVlwcX7K8nSOtaYf07Gg8kHW0nhObTbHjQSHsRCcCVQWLvLvIcJ6s2a12hCCZz6vePr0YjhPeUnJ5Ef6oCa/D63MxC1r6gpipHVdSvchgdcxgLalAM4aCE6EE6MVrvHc3O7QKGbzMpkiR5L+3ghmBBRdiA0pOx/ldsrdKXA3SJJBZSSgOWt8kqbeAYJ4Xjctbz+7pmld30lBL5dzq9ms4JOfeo3LyzkXlws0LYWBT33mk7z7lXeItcNHT2kksNlHR9fVoAOCGKgxZoExBavbNRASjwgoFYjREaMwXEuk0mJxaLsO511/TqWUhighFSrqpJmKpUaEGcEW7P3zRG2S9YBYbxgU4F6ryvX0mg/0nn/y0yjNRwyZx/Qame5d9cVz00ePaxXKFihrsQmRRBmPiZIJWXmTaJmj0IbCCm04WcwxWgL0ffc7gEnJgWiahCS59deA4yQkTj5NJN1J5S9797gS3ZvDtE5nO1pMEEJQwl6+JmFarvXUIVJVBqPVELeh9lqeGjoQsWm/JjLy6DD2Lqn5oOLRd1nAwmR9QnPoBU4lkflt58WU1jZoHBpFYS1npwuWyzmz+WxyMJ5JjA8BvKf1geg11nhUKBOT0hiVPLwKw9GS1BfXoxQIE3U+9loiStpvjcEWAodTlpam6Whax6ys0IA1kZhc0p1r6TrFNtTsti2VLYkEdnWLdxEXAlVVUJUF2ugEB/UygWe0z53BcgABAABJREFUFnsp8/COPE7DtWFO8qnQBHk9CQshQtM0NE0j4KZlwXxWJWy87Ao8al/64LxADmWh2ZiMej1dNH3rUwBNJNK1DpcQKbqupd7VRBdRaBYnxSD5h5gcHaQWoyXmSdBBRGvMQc3HBlD12n4cMepEONNiDAlhIo9XZM9bTAwAcm4UBGk/7L1QKcVysWB5Mufy0SUnJwVlaQHZw8vFjHlVMSsKfDTMy5LZrEzntikxImLmi1Ew/rrOo3XAWtEutU7hxyltTV6nxlpMygQs4R1RNNSY1kte4zmAKQmt4wClsafwaAYZEZueMcUe6HVKu/qchWPw07FFIz+QF1SaD+/cYJVRJmVrllQo8npJGWONoSoleH8xq6jKnOzlGG7h8fKxZlJaCTNoOyceP2UyB2jTS6vZ6nnfcNzHj17Cq0ZmkcR4HJKa2wwmEW0l2tzEgAvJnOc97753y9fevub3fPZRwvxaJCIbBcRSJVSLsdR5aKMZpKa8nuNh26bM+P5eWaMxOrJqHTFC06jkWKBY157VqubqnWd07Q5bKIyyXJyf8H98x2d58vSxYMKlfRecQPT7ENl2Hb5uWV+3mLLEWsvjs7NEkBTq0RK1KJnPy9zbw7mIcHNbE0JkPjfsGkfTehYzYfQKjSnk0LY/s7ndsetaTKH4P/7P350O/eGLX3yX58+vub19jleRUGic9uy6huuvbNFYtLI8Ol9yejLjd332Dc5OF5yfLUWzSmceD9WmxkxtLOOEPd12giiRzmcyqrg2huADruu4vl6z2ex4fH7OxekJs1k1ac/BLPvAzc2Wm9UOpSJVaXl8ucSaBCNEFlP0wcPRRd75+nNubta0scF1jq7uWC4FiPYTn3hKRLSs1WaL6zwBzWJZ8ZnXTlltGwBc18l5hrnLnKoGwupj78ARokAexSR852zS1mo6l+CctjWmMFTzGVaLJldojcWiQpHeJ1BKVmmssXzH7/sOLh5dsDybE7xPJriApsPGHefzEnt5RjQFZ49O+bbPvkXbtTjv0/mYWAzatmbnG9KpHdF7ykIyBOzqQOcdnhooCNGmHF0G5cT9JCpF1Jo+S0FmqJG0iXVSbiOks1xArBgRtNgde4EmJhYatWijuNhLQgKOLxoaSBoUGXnRYDPzUckaktTbdK+wr65x0HmUblDVXAL3ixl5+VCIV+PZYsn5yRnL2ZyqTPn5CJKk0jyM/XysmZS48iIqakiOCzEMqir0GP93Sb0x/f9OjYopQTm8qCYXY3r/4X1Z00rEyiux39cd77+/oq5brEm4a0ZT2KF61de/14somUglkj722Hsmmb6MVj3E0dSqKFLbQQfzKKS2lqUh+EjTyfmYMYbbm4ab6x1dvSOqIKlLgsa7wO3tmpPTM+bzBfOqRCGo2zp132pNaQz23HJ6ekI1q1jO5yhkIy3nJcW9pj4ZjF3dUTctq5udbGxlaLvULef78Q4h4Lxnt2tp65rgHHFeoI0gXSxPKzo/B73AhUAXA8Gp/kwk6kA0gXUNXWiJXwosF3NOlwsepdThJ6cLMTnbfRyysZZ6uCB6k+HoUF71v417rHrNIp/FOefYbbc471Fa8+jyjMVidvCWsbDSto5n777g2dWKFzcblPYs5hWaJ5wuZ8znBdrEdAZk01gL0+/altvbDddXV6xWa5ZnVfankQSL3vG1r74tDkTRUZmM8GEJoaOuxTMwxsjtrcNajbWaspK0F8ok2CWEuKqo+rNlrZMpK4Te+1MB0ai+jzFpBEVZYKwgZGRG76PHFpqL0zknVUVsa0KMzGzBvJpxdrrg9GRBUZaS8iN4jFF0qhFTWSLoOXeWMLFs9ch7WhPxIkz4SNASzi/0SQsEkDKgrfTBR5SxKC3hGTqKVhmEfvfqTb8OegVw0DCTW9JI4wkMzuvjyD+5J2qVUNhlwFRadPlMqfe6TLRDK3mmX8W9k4owzpCsGipG2rbBxoCtCmwpNMwFh9WKeVWiiXjfEUJBGAFNPDRz9seeSeW/ok4LKjch9NlgVToAPxyOQV6dmtEO74zDI3eXnn+kY8psohvxMIVKLugQlCyargu8/3zFrm64PD9hPq+w1lAUY2I1lbMF0VgWS9d5ui6waxw+2ZPL0iYvJ53ARjUYlST2cfbP+9ivnBE5HdiuG6zRlFZzc11zc7WjbXbYKopbcyv9ePHilrOzc5bLJbPSSqS/SfMQwWpDVZWcLixPnzziZDlHm6Jvwf7wKpXNPWkzJpPDtu5Yr7bU6/ep5jOqxYzGewlerVuCk3iZqAQ7wAWPcg4TI245E83BlixOC4Kao8wJXedoW0e9cXQJMRsViSaybT3bZseL61uqsmQxn/OZNx5zkTSqWVVidCFEbX9N7K+jsaklfej120SAQ7qm02/GZPOnrNnOdWy2G7z3GGN4fHmGLe3ETX/yEgVd2/H1rz3j3edXPLu+RWnH2cmC5axAq3OsVRT40bmXCAtKK9q24+r6hpvrazabNednT+TQ3GiMAt91fOX958lN2/OJp48p5jOw4LpI2zmiFkec9c5hdMRaxdnFCUVZYpNpKPsHKZWz/KrefCTesr6/RxsJUPYpRxRKU5QCqGusERfUNPeF1VyczDmtKkJd0nrPYj7jfHnC6cmC5WIG2uJMwMSA0YZ8sJO1kpwuxLkObYQRhvQOpRURRwiScdqaQfnQSlMUFShDVAXetyjtJTbPyI3KD96zYSzzKgQVo1840vk8NuPlFZQeYbHplKdLNKWMPhEB+sSD9GfBKjlFqCTQ5t8mVCE7bvQOiPK+qCJt1wrj7xxFlUymTUehYVaVqCDjFgpDjFpW9pGcaXeVjz2TClEIpdKK25sVtrDMkh++xIgMg3GXNgWDsPIwg9i9rRpUdZIUM35rEFtyURo+9alLnjw9od52NHXHb/z6uzx9csbT188oZymuyEPUcQC+VBJH5Fykbhy/+P/+CpvtjsZt0TGgiEma1BTGUs1KisIyWy4ojKYwhk88OeVkLr8PLT20JCoj7qbzyrDbtVxfbfjS197l+vqaoNYErwmtbL42eF5cryjfeZ/WOZbL39WzxKAVQYuJxaSRDQFcgELnjXWXiDAUHwXep/M1rd+y3q2p3Q67s+yCnLXQOoqEVNAED0oOz+2sRCvDerthu9twffucza0gVZydLZkvHnF2/pjdtqVtHW3dcbva8f6LFdt6h/cOXWhc9KzbHf/ja+9i39YsvvR1Lk5PeHR+whuvn7NYVJwslxMnh2Ol76fWk+8yx0laJWtYQ12d86w2O959/5rZbMZ8PhOvuRFROXhnFJP4289fsN6tcbFGd4HN2vOF3/oiX/2qobSa07lOGHyGGCtQBfPljF3T8vz6hsJETs8XEALBeXzTEEOHZOAN2MJSVQu+8pX3aZoWVSlCNPhok8kyEU4ta+u1y1Nm1YyTk1POTpcsl3O6ziePbiXBsUBVVSmwPNK0Dd57qnT+ZrQ4LoQYevd4QfaR5ze3N1y9/4L3vvwOuq45t5aLN1/n4ulrPH7zKeW8IuAxypLicNmsbui6LdiWYgnzYCmLknKhJbNvkLOXzsl5kulaYtDYosAWlhg8nWuozByjoW43ciYXIOJpXSBGnxhJZj6gUi6r2BuAx8Lp6HOY5m3ueZgeOFxUDBwPJPlblmIkuK03LUqcokgGesSockJH03NMhR61o9cug6DSW61ZLEqWpzNW1y2lNb0jlNYiPGidOPixlM53lFdmUr/wC7/AP/pH/4hf/uVf5u233+bf/bt/x/d+7/cCgh/2oz/6o/yH//Af+MIXvsD5+Tmf+9zn+Mmf/Eneeuutvo5v+7Zv40tf+tKk3s9//vP83b/7d1+xNdk8ldTgZPKLPWZeliUYqMBIgn2JIe/e9x578uiwx3z8K1c7J3bjstCUpZW4FiVnLJtNw2a5Y7ctMIV4Eg35dtRwzkOkbRzbbcvV1Zr1dosLA5PSRmOUxmpLWQn+WrltKAsjyA0FtG3F6WImDK0wEkCrDrVGrcVzarMJrNYtt+s1m90GYkoSF4HC4GOkcbDe7rArS1M3kpKj91pTowFSvYaUPQb74RruPhjRrnNs646mrWm7Bh88sZXzmTYJLLrz6JTEL4YASov0poxI486ns42A61qC91ijKayhLCyxkmDV85MTqtkMlOF2bWnbjjZ0cu7oPW0rBKppW7z3kgDPwnI3wzvJoFtYg0nYd0DvRZXX491GTdGW++9pXmKI0tdWzJ2np6cs5lUvAd+1onsGqBUhBpzvMDHSdoHVak1StNlVJgELK2FSFFTbis45Vtsdp8sSa6yY9byn7Tqic6AUprTicmwNTdex2dWExmOLElPMaFsviBF0QkA1FBqaUpxTgvd0bUvXyTmoSW2NEeazWe+Q1KU569wMrS3GFBKXFANGHpSU7TESg2d9c8PqdsVut0VpTWkr5rMFi+WSxekpPrhBa8mOWGnUtDHYyhB9QWE1pgDvOzQGldZXRAmj1gU5C7W4VGi0MmnPRkKU8y50FmL3TjPHExbzn9E6GFtVxtLIwOP6PdPjD4utNDG+2B9tDS7taa2N3p1paTYFZjNs/9tYXx+9NyIelU3TYksJE9AqORiluYNhf8eeLr68vDKT2mw2fOd3fid/5a/8Ff7cn/tzk2vb7Zb/9t/+Gz/2Yz/Gd37nd3J1dcXf+Bt/gz/zZ/4Mv/RLvzS59yd+4if4gR/4gf776enpqzYlSaEqBRkKyrZSiuDjq/Odj6xMqU9PjJO79M1KsL0uz4vk5CECTyDQ+I6rmxuC3/CZWUlZVXjv0SoteITINa3jxYs1Vy/W7NZXdG2DKiQLqYRbKHxQtAE2ObYiBkxlMYuKr3y1Yl6W/J5PPOXi8oTXXjunLAu00kNm1NR6pWA2szx75nn+YsPV9XvsdmtKFYmt2PCVkfzjHSXPVmvWbcubT98nUsnZQVS9B0s+F/YpHoZ8/rFX9rWqGOHF9ZavvvuCq6v3cW2DRtHWHb7piEU65CUSNDitUBiIEd8GDAFtLTNrCUHRuoCyRkIAIuw2O7brr2NUpKpK/rff97+jlMH7yIvna1arLb/+ha+yWm+4Wa9FolTgi8jVZsWL9Yovvf0+lbU8vTzj9SfnPHl8xpOnjyiKomci+8tyX7tP8sjAuGPe2DL3q9WK9WbDruk4PZFsxflcdKKN7S3HqrS89folTbPl+abFFqKx1TvxQFM68swJJdFKsvZGpUCL6dyaAu9KmqpkNiuoW8fzVUPdbFAq8vTJJUWhMJSYSqGcotm0nF+c8tZbT7i62rKrW67Xa1yUZIc3V2vWasvqZsPXQ0jrN2A1nFQCpRWVpN1QWqGsplQOQ2SrF0RToOwMV7fEzqPwsr6MjFvwgc1qJV5/PjA7P6OsSkIxx1HSdZKZWGuwRDnDVRZ9ekbXVXjfUZxDODWi+RDYNjVVWVAYi6bCx0gXOgwCXGuVIhqFLirJWq0CKItSHnSLMSllh8r7EskCHJMJLXtyTtyH80KJWbKbLBgF6cw5WSlI7uhJmwwCTYKcRQkgc191zpybBZ1kp+zBBvYWVPY2zdqYT20KXWRTb3lxe4M1hs98+hNoXYhJWgFapwwL6fwteLzveEh5ZSb1Pd/zPXzP93zP0Wvn5+f83M/93OS3f/7P/zl/+A//Yb785S/z6U9/uv/99PSUN95441VfPy0qc3jh1rP5bJJIbQhNZKIijOX2gzLWsPc+HhF2jj4ukugQpKqV6o81rVVoQVBit2vY7lpWt9dsNzva3YrOzuicZrva0TWeNvhe8tluBaPtdrtjfbtlt2lw7QblHSp6ssuySjZfldxORRICgZDtqHcd3U7zm8FzdrXg2YsVbz69ZLmcszgRD52YRipGYSh1iOz8IPsE70UH0goTomxG4/Be0baOd9+/wtiKLs4JoYM+1iN5IIUwwXM7Nqr9mUPal957ghN7vraGuEv4ZxpUcvOPRFwnbuk6n7FoUBYs4iYbo6Nta/EQA5quld/Rcn7nFNc3K+azOYv5nLOzuaT7KBSb7Y7VesfV1Zq6abndbkQaDyIlOx+5Xq9pfceLm1vev1qxmM94dHHKbFZRVXK4/zJzYF53IY2Bj9B2HTfXK9qmY1ZJXUVhe/qV05eEEGiarq/DGEXXOc4vT7m4PWO13lLvNoJCnbmkB2WTx11ydZaUNJ7gAs5FdkG01ug6fAi0bUKiB7brHRbFsigpNCwKjV2UFHR062t0iFQm8NpS99YAE5OHrnHsGk/TBUoDhYksq9AzdaM8IUDbeDqlaVHc1DVdUDTBEJ0n+oAKrmdsJMHQtS7F+ig6FSm7Dq0LwtULtvWWi0dngrKuh3jLzNgVGqULtKrSeZimUAVlWVFay3bXJg+5gFZyHue9EaOmEkxBlZwnVNKsjCqJWqHpepQOkmdevx6yltNrXHKld9nOB3Oj1TNGdB8BYqY1kKxL2cMk6sHF3aiUj8uMTHCD9WZCBwUBODU1CUbJeS0qYZQCiQTbbY3RiouLGUbrUToV0nxotP6fxLvv5uYGpRQXFxeT33/yJ3+Sv//3/z6f/vSn+Ut/6S/xt/7W3xIgxiMlx4Pkcnt723/OMRci8Zc4F2hditaOAx5az3uyRDBWcY+Ym8YeKK+mlKl+g/SeWVKxSIVG9R4u213Ls+e33Fw9o9ntaOsNbqYJYcZ2XaONo0aC3nzreO/5LZu65vlqRde0hNahYyeL2QXxDlKASvl5woiJqyGAsqs7ahe5Xe9Yzma8eL7GKo33gfmiHFwQU+lCpA2ROsY+ninEBEA7QvKOsSN4RRcVz55fU87mVCeKGF0agMSoVOyDm+8zuUYkWDOESFACAxScOAvEYOlcnZiUpGyA5HabkD6MCgLvoyNEg06BlyF4urbGGDHRtF0rO1BrCgqU99zcrCEqTpYLFsuKxbLi0eWSXd2y2bZ8+cvvc3Ozpt41dNGLc4Y2hOi53W653WwAeH614uxkQXBPuTg/g7hgvtDJo3fQgI71XsZUGF/nBfNtvd4SQmQ2k2zGAl4qbv7O+2R6lPZnAbgoJH3E8nTB8mTJyckJ7VaglFSBeJtFhZkXSRP36BSImjPWBifej10Hu9VK3LtLiUXTSrHd1pTG0M0bLIGZVVhtMaGjvb0m6gqrNadz1cNfyZFHREUH0eNjYFZoKhuYly0kYU/j6VygcR1elbioWd+u2bWBdZO8aWNE+e5w/yLQPLY0OAKtc5SzBXXbwM011axAaY02FqNkbUedBV3RrKIq+2SM1paURUVhLey2TAJ3STBQKDkOCoMJTqHRGLQqBO4pkhIu5rmOiSnIeKvBBMO4Q9MtE1PtWbvKaPVJCx4zspCDdRlZGnPIhqHnHv3SiyNmF4dryQw4uK3Tg8diNHgPMVJva3HBVyqZakW9TVbD3jr0kPINZVJ1XfN3/s7f4S/+xb/I2dlZ//tf/+t/nT/4B/8gjx494j//5//Mj/zIj/D222/zT/7JPzlaz+c//3l+/Md//OD3/ngxxp5Q9rlckumrKPa7uG9I+mjLxNI6epVSCpuAGL0LdOuGm6sVz55dc3t1jfctVaW5fHTKW2+9wZe+/ILVZsfV6gbX1viuxXciuQUi0Ym7qyMt6hBILkgYk0xpwfcM2BgNnUHpAuUDJkS09rTNlvfbmvrXdpwsFvzub3uT11674LUnl5JvKEbauqMILZdFx+m3f5J6t+O9r7/P2UnFybLi/Pw11qstv/pr/wNdeVQBt7c3zH3H7KSkOikxM4uLkmPLGDlzsHuHp2r0L0RxRHr7vRu2uwZPy25X07qamKJEorFEFwg9cK+oBCcnJ8znc1a3G3F99Q1t08m+MwI55X2knJfYosK1Xe9Fd3pxSVFWXN+u8K5D41menFKUpaATVAVlYTn53z+Jc47v2HyC6+s1L17c8s571+x2DZtmIxvXKFZNzaZref/mlkU5Y15UvPn6I05P5zx9/VySQBbFhFWPGVbTBV7cdrjgcK6j1AXLZcXlxQlVUdA0Hc+f3dK2jq71LE8qus7x//zGV9it19SbDZePTikriy5KXry4ZX27QluwZUFZzSg0FMbw2ifewEXF1W2NX10Tmw2nc0WhobIRjyYmRxoQPMZdIwxk03hu1mtuVmtZmyHQBd8zEAorZjUVsEYsClVRYo1hVlpqDyFqvFO4CE5lPDvRRJwAS9I5hQuK87NTFhEWHkLn8c6z2dYJBd1TpLO6zfWasqi4OD3DaaEP7W7No8tLnrz2WCwamy27Tctuu5GcXG6HtZqLizNRUZDAZK0jpmyxCkT1pE+ASMbwUyTts0OZgoiiblqUcmgdh1QezvX5lMbWnj57fIZjCkPG457JjOhKzn2VjwIA8UhSoqbm5I9jCpU4YH9WpEDaD4MzR+ZxmavgxV3eGjkDjaanLdn0rVSUcIIInevY7RqurjZcnJ9iTJG00d4WwxDFen/5hjGpruv4C3/hLxBj5F/+y385ufbDP/zD/eff//t/P2VZ8tf+2l/j85//PFVV7VfFj/zIj0yeub295VOf+lSvlUK/PvoxDdmJwogUkMd7olH1Ceru0ZXu5GnjZ0baWlpEcjB4aDPM6S+2m5bNZsf6dtPnQprNZvgQWa23XN+uWG92rNcbfNcIwQyJmFpDoQ1R6+SNIwuk8wnoNjp5nVZ99D8hoAPimZRWuyII3hqBzXaH9573ns1AKcloW5V4H3n2bMXNixu261tUGQm+wxjNfD7j7GzJa48uKUxBVc6JeKL3Yu5wjq5pMMZibT6X2T/gF7fWkDzxVG8KHAS+CLRtS9c1ONekw99AzKixo10eYzYnSBqPiCYE1WdlNbg+22tZzSiqWe9oo7WmsJaiKOhsR+c9N7drIqpnJjmdRTUrKKOVIGetsUZQBzbbmnJl6JzDBUfrg2C9RUEYaWxLURjqpiGqwMlywayqmM1LyXuUMOcStaNtO66vVygj81VWJdWsYj6TgGfnxLQXg8THkc76Mq7fZrfDrhW2keDRpq5RwXMyLzFWUxQFGgTtI0YKbTg7XdK4Go9jUXoKEyltoHFi+pUA40jroGnFZV/c9iVfk0przseQIMFEmRXLq0/Bw4q21VgTaB3IiZLCqAgh0vQOBhGrE/AsGb4nUhYlVhusNrS7Ftc6XIi4tqNtPIvlgqIqsVhOl0suLy5ogqRwcfUOazRVVVG7jhgj2upkGZCzLEek61o5r1OR6AW1wWklpu60iLNrQcx0RInDhvdtAtTVvQt5VBII1cMc9U/1T/dkJY4Y1DgFSmZUE+1bTanRWHsS8/qITva0SPXEctDn98lV7NehylphlPnJKeOzpUg0KtX7eeikNXkf8CE5jZCVw9ynb2I+qcygvvSlL/HzP//zEy3qWPmu7/ounHN88Ytf5Nu//dsPrldVdZR55cEfEz2xe0a6LsO/aAGgTfAv3xgdaoA76U17yLLbf+Os1ASveP/9Fe++c8W7b7/P6SksFxWPHj/h2fMbfvX/+TpNsyOEIOkQvCcGT4AEn1SymC+pqhmzxQJbaIqZ4f33V6xutzTbF+KeW5Y0TSM4Zp3DqogZB/EmO7tFEbqWjWv5tS82vH91w/vvv+Dp00d0nef/9399he3mhmZ3i7YBUxgWyxNm1SMuzy95861HLE7mvP61T3J99R7b7Q2qKHCd5+q9Gy6fvMbJ6RKjxSsqz13eoJmgihkw0KzrFDysODurWCwtb7+zIriGrr6FopQndUM0MsbeyYb0UdE2HVptqSrRjry3BKckaywdhS1YnJ1xcvmIspoTg0pMUtzXZ9ZQPXnE6mbFl7/6LqfLa6qqYHFywunJCedn53KupBW2KnjtyQVPnlzwbZ99k7ruZF7fv+b95ze8ePGCzotjglMd0Xm+/Pa7sqm/oHnt4ozz0yWf/fTrnJwsOLs8JePeuwCrmw1f/M0vcnpRsVhUvPnGE+ZVgS4tXRvoOo8LgdOTBZcXJ2xWW5wLLM6WdKGj8TWbriY2DtfUVNayLAs++eZrEqwdPPXO0daO67ffZn665JOf/TQ3qqNea07NDRpPIFJvPZsmsKlbmjaya0S4kDgi25uC6HMpqd6dOaPyOAdtC6KJtSgFpuiS6dDSAoUO1A6sEQvAwqQcSnEQPmdVia1mFCdn3L4Qs2s1r1it1uy2O15//XUePb4EB6enJzy6vGC13bLdbvjSb/w6NoFSqyCZfS+eXOAuFnTNBdcvrmnbmmZ7i60iRRGT4Gnomgo/E3RzlbIH4zOLCRjlcaGhqW8xdoE1KSOwMmm91wSc/FORmCxkAyUReCffOWFmDEQ9Hx/0XEn17EEe7re2IXsQ9iEwiavJObXpmYwwKp1tr4ykbAa4pmRWjAoaROIoJQY1e69LNXL2ppSiSPnftAHnW+o2UBULEVpcABMJ4ZuE3ZcZ1K//+q/zn/7Tf+Lx48cvfeZXfuVX0Frz9OnTV3tZsq/Kn9BLoDqZbpTSguStIOpR5sr87BENaohJif1flQPPjnC47LXXuuRi64N49aTFExmWkUKx3XSsVjtu11uKquBTn3yd3fYG30VeXN2wXq3o6i3BdWm5aJaLOYv5jMvLU6qqZHGySBHiGpPO8XwIXL/YEROO0unpCZ/69JvE5FXz/jvPqduGXbMj+JYYAiYhUsYcSAmCcL4hHfzfEEJk57Z43aErOXDVSjMrC+bzGfP5gmfPNnRd4DOffoPgaupdLd50KhALS9O26M2G8+VZr0l6H+haYQxt56nrlvV6hfeOxWIJLtB1gYW1RCVnCa5z+KbDpfPJIhGaoFOkPMJglssF83nFbrfDaMVyYVJG1gR0C0nzEQbZ7mpi9Gjr2WxWtG1L0Iau7SgKgaBxQSThgJI0En3EF0MGVK0oS8trr52xWFa8/voFV1eXbLY1z69W7OodbdMkhiimx9V2S9OJS/l8XnF+seT8dMmsKmhd4L33nnH1/D2MOkOHBevbOXFRYqlwrWhSkmMpoq0wdqMjrtnhmh2+azg9rTCmguUc48VVu2s6XNfhXItrHK4NbHcO5yLvz94VcOEA9brFuY7Od9SdxjmoO9GkBmuQQtT0RK36VLojLSBRxUA2Kymy5hs6j9MFKCWODgQ2dUAbMUdV+bhEKTqvQFkevTanWiypFiesb2swLWfLJd47nhOYz2acLE+IEeaLObb6/5P3J7G2bdlZLvr1bCQzWcnOThKZI2xfw32XRICEqGGMwEaiQFKwZCSTCEquQAEJSiCQqFCCAtQQBRBFhCggIQGiYvwwyLIEBl6EwxEn2fvsvVc2k5H17BVaH2POtc8JO/x0/VBcj4h9VjLnHGvOkfTW2t/+9v+WlVqhlGK73VIZA8OAn0bpEb+dRC0iJkI8kpMn5yIWbTPdECAFjEqkJPT8HCUIaJ2JcSTlgNYJpTzGZHL0pJxw2ok0mE9oF1EZmsoRU2CYSkU1QwCcoDjyyc35tHKd0t9lUTqHA3lcOS3LVmEN5hMXnJQCJmmB+kpPSs8sCHW2k7KuLrAiLDYjKutS5SPkJRQ6a1xTUVWaqtIUn8jlnQvsZ/g+C6nffJA6HA5885vfXH7+9re/zS/90i/x5MkTPvjgA/7sn/2z/Nf/+l/51//6XxNj5NWrVwA8efKEqqr4+Z//eX7hF36BH//xH2e73fLzP//z/NW/+lf5c3/uz3F9ff2bezNnJ2X+qgsDRYKUiGIK+2upo8928E7wyd8L+svf88ecRbRzHDyxKC9rdbIkON8U0HcT+8PAME20tWNzteHVJz3DOHD/sGfoOqIfl8rMGM1mveL6+oIPP3zBat2y3q4JIYgALGIRfjyMkkilCErTrlq+9OF7VKsVCU2OFXcP9xwHT85Twbw5YaCGArVBPyQOw8DbKaIA0zqUjiinUEFjjKZ2lrqqqOuKt296tNY8f37F68/WWFOjcyeXszVMPkDuyflCLmIlklCTD2QUo5f5ivu7B0IIuLqRgVEfqFpHyhKkfCGQ+DgKUaZtWLx9tZJhwrpm1TbUbU3fDxK4asuExwdfIHmRi5rndvw0kXPA5sTQd0yTJxZfMmNl4RVtNVMgp8fXzwlCVlhnuLxccXG5IufM9eWW3b4DDHd3iuwTKc0koEw3DnT9wN39nrpyXNyv+ODFNZtVwxgSt3d3HB7u2bQGZ+CwP0CuqUwmTiKHFWMgxCDsxyQW6mGUPmaKgapaiwoJBsYRvGeaJFMffSfvySfGTvpLvFWiw6Y1h/3E5Cf60aO0BbQ8h3kmsyxoKi16k6iz+40C65RFKuW4DM0umuZJoaImaEMYvfRRlDgGyAxXxihhKaaspKfpKmzVUDXNMhC9Xrf0XYdSUDlH2zRkrXB1JRA5krSu1muqDNlPBD/iifh0KEQGRWBc4DhdKnofIjlmnIqkaABDTuV+N4qcR2LyOBRKRYyBnLzILJVgnaa4mFBWxjCodJIXWa6keaZpzhpPQer0rFOVk9/5/Tz/dLomz14rcW+JicRybkrfak7i1RJUTvJJedlZaW3EOZgW4oqStUOjyDphbYV1CmvLEpPPYM38znr6G2y/6SD1i7/4i/z4j//48vPcK/rZn/1Z/tbf+lv8q3/1rwD4vb/39z563b//9/+eP/yH/zB1XfMv/sW/4G/9rb/FOI58/etf56/+1b/6qOf0/W6z7YVe+kunQTNTpqGjdDlJPqGRXyr1vfb4/W8z5bcbPXcPR25e3zH2A8+eb7jYrheR1HmLITH6xLe+/RmH48Dv+NH3ub/ref3Zgfv9gXHshEJbLtr333/G5eWWr//Ql6nqBmMt9/d7dg8Hbm8esJUM+97tRu7v93znOx+js2ShyjmOY+Bb3/mEH/nhr3J1ecmHX34fbMWbu5Fq3aJyYOoOEqzIpYepUNhZIhPtRGYqppHkI8pHnj6/pG1q1k1NjpFjd+TicoOPiVe3O7ZPL/iRjeVX/8c3iT7h9MhkNTFbbu52rFctlxdbDtNIHAbu3t6IhYmGw8NemIy+I2tNUgZ7r0gxcHt3TxhHkh9lQBZFf/QYK70ntEjibK429N3Aw8Ne4BGtmFIkKkAbwhTIfkKNO3J/ICVFDCMomCZFTtLknnxRF68rtk8vaFZr2rbFVRW/3gWUkUM539yXVy3bi4b33ruk6wa6fuTjj2/Z7Y68eX3DOA34GNAVjD5ydzfxcHcv0HFtmfoBciCGkaGHX/u1HU4bGmPB1iSl6EPAAI6M954YIv04gc60q4ZDP5IOHeHQleQH1hdbMjD0AT95go8CWw2ew6t+0W0jzfQkhZoXbjWPyGvyAmVkUIXSHtXSQ1pWxBxkkZzJFMvRAhmXsKhchl3JpQcrg6khnRGkNFSVeFQ1MUrg3u25u7nnvfee4myNc5X82ZRxjYxUDMPE1ItyyPMXT/H9hO8GWe6LmyzZk5Ln2PVobXly8RTXJIxNGJ2YpsCh86y3iaZVWFWToqc73KNsKoSlARS4KuOD3M86J0IMhDCiY0VGHAZSDGU0ZS4z8nL/iwVNflxtnLU3ZgX2uUd1XnGdbDnm3wstf5FoK3+LLMhJCBGjjKCSC8tPLa85Z6Y/woYWFAtUElRDG4RDK7gefpoIJKH4G2E22lp6r/G3qpL6w3/4D/+6kfA3ipK/7/f9Pv7Tf/pPv9k/++tsJa84Vcryn7KQaF0mw2dc9zzFmL+d75Uv2Ps5gX3+bDEmofymhA9iAWCsOG/ONuTzjFRJQRiGwMNDx+FwZBhGQvCM40jXHWX2JEa0gtWqpW1bnj1/ynqzQluDj4EpiAGb1oq6FoFUbQzeD4xjZBgnaiO6YRmRzznuO3JIWK3ZbBqxSn9yRfaDDNJlaerHMC3vU2kjsFgR7UVFIIqahRKNsRgjh2PPat3TrlZsnl1hYsYMhtrUaAcYSwqe5CeUdpAUfT9itSGtIz4GfIjsdntQGeM00ziRQuSwmyRIaYPRYnXipxGizLxUdQ1ZMflehiiVsM6UEtgzpkhMgcpVgBA4UoyFHpwQ5kVaWH6SuWqMc0JymplOSiou6xzOOZwtfleFRfk4i/38lYMS9Q9tKAQLRVU5pjGxaoSSfTweGMaB3vcFAp2AXLD+ipSisFVjJIVA27YYNDprIhIMvBehUmsUfdeJagPFuwxVrtdI9LH0DhS+fMasFDGBD2kR2c5ZKP+5HAMQIdGTenZe3uP8/XIQZJU8kQVmQ78F3sufP1hzlj1H0AUZKZVW+RMpy8BtJjONA9NU4f2E9xMhBFFaKSQdOEFSOSVCioQ4yTybymSVEMsmWWaNUcKeRsAIMsSYsQVtyIWQMvlIioqc9WLyOE1e7ONFIwi1LC9FCkqrhZQhfSIR2JU++SlALR82p7PjlE/H57ztsDz8BdVUebAccflv+QzzLpfnq7MIVEgRy3ko+z9VUqdTrE5/8OySl6rSWFU0Q43AgbrMn5XPmVJCm/zOi7/39gOt3ScXIGJtMX+vcsFV5XdiUjY7eJYF6gvBuO9vSykzjoHJB8ZpIgNVpXn23qVkqHVFZW05x3Ndbbi7O/I//8dL9g+35OR5+dJyf7fn7uYO4oRR0DQNX/nKB3z1qx+yfXKFD5HvfvKS4+HI2I/80Jfelwb506tlAf7o046MwTX1UknlFPHjwC4GgcyM5unVitpZ1k3N2zc7jseeXVvTdUe6/Y4lralr8IE8etI0AUH8l6zB1IbJe1EOuOkARV05vvZDX0IZRzKag59Io4OqIcdIGDqMWaO04WHXQYKLdUPvPePk2d3fSeZZG+KkSCGxv9/J4qZAVWWOBZHRcc6wubwioxj6EW1E9mkeOdkfjpAD1ibatiKGxH7XEfNEJkizVzsMipBCUb2QQNRebOl2PcEH6lrmkOqmoa7lX2UrgTmdpaxjj67FL9pKekNGVLqryrHdtKQk4sBvX99xf7fnW9/+DofjgV13xNQa5QQWssbQtK1o5YXIj33jh1DK4Cc4dB3DMDFMge1Fw9PrNcfDA6EfMBZxix5zcYNWqLl5nyiLusCT4yBxOZXp0tklGUWR5Uqlinq0PAnUs2TD6rTgpVKdL4VUZrGwyKek8Hxb2sUzGQHIlGFt5n4JmLK473Z3JBUwbSV6fjlSOUtd1zTNGjE+FBWWGD0h9KQkTrnDOEn15BRZBTIR5xw5WxFmIBICHPaDUMydIqSJKXpG74lJAY4QRvwkVGu0ptJa2LMztVsJhFbVFUGLeoku8Nh6vWKIPeowSg9vrniS9LYf95/yKSgtV9vZL86DzvJ17k0tpVZ55RwsOKFKaq6asijIKJmfmv9UKrYo6JPW+rmrguxCgQFbyUhB06xwVvT8tLFlWFrUNkKYikTXb4cgpWborujOaTUfsUeLhjEy3Cp02IQps1PnqM2cITy+GB5vOcv1dJxkoTZOn66XKNmPruSJMZTsLGVu3h55/fqOm/sbEgFU5LNPP2McJlIY2axaNpsV3/jRr+DqipAVH333FSknVpUjVw06Gtp2Rd2ucFUtfbApsOs6+mmkMgqVFCRFyhFtHNt1K3YIxhCiGLFttw3rlcN7zyefOY7HDbvmkmk8EsJE1x/JfhJYzWSZDHdGBvKUgmwXzbKEKhm3qJ1fbWpML8vRl770Hru7O968+oQ8jOQYqVcbYpi4ub+HqpLM3Ghy8vjRY3Qjx3QyIqwbA8YLBGQagdmiUuToqZzly196RgiR4BM+eFJMQhs2GWMy3dgXId4iaqo0GkUMos6tbU1lFcMY8D7BrqNtW+xFhamkcqqdA63w0aMmiHFimhRN05a+p/p1r5lypS7X2BK0FGiruHqyYb2p2Vw27PdHXr++5fXNLYeuQzlRM8g6o22FsTVxDGwvWt57ccnh2Mtr3tziXMXVs2uqZiXWJFPPbPmt5yp5DgRK5q+yz+Qo9G1yJs9V5YJEzNl0WdhKBTknNPm8wT6TJs6hoXnaIZ39HlX+/1h4eYaNUolRcm9bhPGplkkD6yqqyklFlBJGKVzlcLWTGzzL/I0xonIwDQNKgTW1CLvKpcDkB6axJ0zyuAyHexkNyALTDX2kaiq0c6DBOkPbKqpaYW0Ry1VgghafuDGBG9CITckc+Y1ShCyisykbtNIYE7A6Y7UmqkDKcb4yzgLMo8vnVEmdh6IlBp2nQ2fIz+cWtce1kPTUI1WxyJmHkvVZIUdBUOSiPduLWk4nWkFlDY2raOtKRgSKc/o8IiMFhHwgrS36N7hr5u0HOkjBeaCC88Xg0U9K+hbRR5nZmH/N41J5vhgeh7jHBzIDPibGEGmbcvhimcmiZByJoo8lNvG3N3vu7/cchwN1k8kkDnfSD1LAat1ydX3Bl778vsgkHXvu73dorfjSB89INZAMxlYY49DWMIXE6COjnwgxiJJFFqpvygljNOu2xTmLNpocAlormsaxakQ+apgCznpQE4cOxgE4PAj7L04oo8u8kTlbZIqZozEFvy7qAVrRNlZkjGLi6ZMriIE3LxXJF6hyFQlRse866tn0TWtShBQ8tq7EWkWJ5lkuwV9uApkJ0zLIglGGq8s1h+PEIY6kPMmQdPDYSrL65L0468YZglHLIhwjMkRrDIOXGzr6SH0ttH6MQHuVlSotxEAOEa9E684YIceIjcYX9TkfrzLzErL8UmW0gdW6Qa0bLq427Pc91tTsDgP7w7BUJAIZCU147Ce228zFpl3U/8lQVY7NxYaqbtDGEfrDwvY7nbqyyCiFDyKfFL2HKHDeef/idC+c3RwygHaye5hJN48LrPJ0Vb7MN9w5VKWW+2zudwkSdLofZWHTyyI4L7bzLJk486ZF1NY6K4obBavTWqONInovKvimwjNBFm+onESsNkYvMB1F5DZ45gm9EDzeK0Iokj5GVDaMUWgj5A6TFcYJezSGhNEBqwwWW6JugUXJxBxQSfTxjIkYk0XpZa6WHl89PKpGl2MHp9mbvBRJElBOFeyJt5LP9nd+mspxzzKXKJRzTsebuaM472wOavP5ejxeoxG/OGcNtXNYo9HalPtZINYlj1F6QUe+n+0HO0iVOYxYWCoyOJYIMVE7Mf0TqSVVTlzpTSWz2GhPo8Aem237ffw5hdWZ1bZFrRqoDISI6kZ0LRCStZYwRbpjDznTDyO/8t/+P3g1Ul8kwpCIUyRHz2az4vL6gv/r//odNG3Dp598xvHY0/UjX/ryC7bbFc+fXdP1gb4PvH71QHfwrNc1MSWSgnWrIGpGHP1hIgZPItDWjq987QXrtZgKpmyIUZiAuVZUzvAjX3vBzd0Ra3fc3O55eLhjON6L02cpx1OAKY8yd2U160uL0hbVrrm8esp2dbnY3iegaQzO1sTxGhXg9umO3e6Gceg4dAeMq9BhRdVknFK45hLykanzDEkIDAEJgsZogveYlHFWcbldc3mxpe8GUkzs+4FdJ//87gg5YxqH7yKkjKuLtmCjiF4owNPkaVvFxcWKzWaLqyuUOVJVNReXl9gyj7e7vyFZh16tSXHCe8/t69c4I/5Rx2NPUzds12vqRub4vmde+LkV4vTMWS9AK+k1Xj7ZYpwmpoCaPJEy7WIDcTzyi7/0S7z34hn7/QPP3/8AZx0vXjzn2fU116s1L55dQww83N9g8RiTlgIjJWRcx2TiMJvySWIT1YkZC3lBxZeRjDQHuPMqSzErMsinmj/NF3zUmYCRTyvu0ocCcsiCMmSK3Ajkc1p7OYDjNBFTpFW1wPtAbQ2jhl/9znfxk/TjbKVxtWXIE7ZybDYbrNWEEJj8RF0rNlvDR99+SfKB60phQ8SEkZwMJIUxjmZtWK3AR8WQYR8iYxgYvWhkZmWo2zXHYyfjBSGxWlVsLtb4sCf5QIoJrTX1qmUaJNlxdcJWUDeGYSoO3JwqoncuGDmQC7Z6ZuYxH+z8+OlKsfDI8qO9zKUXgFDcc0ikIDOZSkuCNw/eL8nJ/PoksCABkk4oIwl5VpaVM9K7dRYIpBRJSS8Jg+xLL+7pj5nW33v7gQ5Sp+xYZjqmkOTAxETUGpW1zE9pvRh8SXkrdtPRR2LKoEzBXefz8bm0+CwpFpX14BPaQA6B5D06JYzKhEp6YJC53+3Z744M/kjSEeUzcRQqa9s2XF1f8OL9Z2QU4+AZpxFtFOt1W/x1VuKPlUXnyha76pQKgaIyvHh6Qdc6jgfLTiu6Y0fsjgQf2O879vsjoDj0Mthsi024UgptSxN6GvHTQJjGsphAKri0HAkt8F5SxBixGJqqpl01EgTPSShaaPN1IZHI0HuCHKkscrEqiD4QsqKqKtI0klKm0kom/60jTp44jjhjqazhYr0WAzWl6McJHwJmGBh8EGJEPtGi09yDnITQUjWOFFgqhZSEBefDJIwmMlVludhuGKbANE0MhyPGGlIxP4wxEoP050TlYSJnRWVFMPaLhs2/4Oo5QSiwLNq5mIVNk2e/75imiRgDCi+qIdoIAzJB1opj1/HJJy8xrqaqW4xSGC2N6mYOmEk+Z4qL8MA8Yys6boUxd94Uf7QYLbdBXhLpvLz5s8VlXmhOej7LDvL5c0rzPJ9/9vNDUzCjWVKJFE/w0jmuJJeS3HezsGx5eL/fY41ls11RVdVijDgvzPNM4Tj2oCLaCJFmrsqM0tSuRiUhR8hEiczg5RwF5k55EfEFQS1QshYYq0mTIkQhYajCOA1RZq6sUURjilWJLjNYJRDnuWZ+fAzl8OXT8Tw/9OfoXwlUp1+dPfHRcnZW/S6nMxeVF4FYH82Tnj95YafNNVbZ12J5L8cjpohORd9P5SKLeSKwvcNy+w23H+ggNd9UKYuNej8KY03NA3QmM8WAcxarDcpaVEqM0yCLoPdgahSiEm2tzAA9PovzAT2d+LH3dL2njhBDYOwGmCZ0zjSm0C0rwycvP+PNmxs8B3LI5Al8J48///AZX/7aB3z9G1/m29/8jL4bQI9cXV1yfXXF82dPcKVBX1cyl7RdrVBKBg6r2tA0jt/5o19lHEfu7x/47NVb7u4eGL8zMOwHfu1bn0CGy6sLui6zXjc8f3rJ7HibEnTDyM3dPUN3II49KgutOKqEKRm+KbbXMYr9ArVie3HJ1cWaJ08vCtuN0mxXKKuoG4s2MIwjIXqUSlxtLBjLlDS+HwkELp4/IY8D+5RoKkfd1qjLC463Dzzsjmw3azbrli8/f84YPcdp5O3Dnr4byONIVVfSj1CSjGDEKDLmSOgDVWVZXTRSQSqBgVKKHA57sgrUvkJhqO0FT64v+eSTzzju9jzcvEWpjHMGV1mp7IpnEFkzDBMhJDF7c5bVKi3Q56NLFB7PRpabOuUyEDsvdgp2+45f+85n7B52xKknE9DWYBslzXRt2Vxt6Q9H/vt/+x+EmLm4vEIliyFjtaFdrWlWR9F1zImsIlELBM0k/YYlGOlihyHo6tlVf1rVErn0I8pMDfOH4AsIEO/oq5yvk6VfpZLm84tTljLOGpIPhTwgTE41G/eVIGaKQGscR+I0ESe/lG73b295+vQJH379uSR4xhHjrNUYsLZCKY2felA9yvSkLAlOmjzOVNhVRe/3TFNkSplcqqUQhKafo8zXxSQqMJlIIuAqqbwOU8CHzDAEtKnQOjMNHUornLWo2pFSgbuMeLWpxxGDeT7pcQV0BgHyKC6dPTM/fsHZb+bzWm7R5Um56I/J9aVQlSrIy5yalqtASaLP2etPs1zIPpLQ7kcPKIcxYEu7wFhDmgJJaXJThpTT/2btvv//bHIKtFFYJdbkKic0ubBP8tIYRGW0taBgHJJkY0mzWlfYYlEQoihOO1sahQXOKMkGUE5QiKTjyKcv35Cih+QFSkER/YCPia73vL694TAcxaojCszXti2bzZrf8Tt/lJAz3/7oDcfhiNbw5NlTmqpFKcd8QZ3nRJfPGmKMeO9JKmKSgZQxRnF5ISoF73/wjGfPXzD0I92h5zhG+jf33L3Z8eK9a549W6OQQPf27YGbN7c83L4mDD2azOX1JXW7ol6tePXyJdM0QhZPKwXE0TNG0LrjYbfn/mFF3TzFaC3s1XLhtq3l+uqCr33la3z348TD7obD/ojSExEPpkUbTRwnnKu4fv9DHEGyrhypK8vF5ZqL7YqmdhyPRx6OPXe7A9PgC5ShiSEBvjTpE0xC0tA5SaMfGPaDeEmtW3Z3e9BgHBhbYd2KzaqhqisOh56+75nGQc61XDzoymKModleQdaopHCN0NK3Fxvqpj47X/N1qZbvZGfzFwkMMv8qeFXKmdv7njc3O16/fc04HiELc3S1WvHig+fcvO6YhsjFqsVeGCFI4Ii9Z6UjD/sdn7w0/Oqvfpe3NzckHcWdtuB2eY4o6vE7FVgonXje5Zfi+1NYX7kci2VROkF2y2be/dx5+UnNV3Gp6OaCa5ntOcusl6JJnwe8opCniuq+kQpkHPd8/NF3eOgmxpB48vQJV082tK0o4Gtgs9mSc2R/2NO0KyBJUEoD0T9ga9DWlL6uxVrLEJQkElGYwpV1rJoVhIkuDegsKvE+FUhMG7Hq0Jm6EbbIYT+wvWxxztCHKNRsY4oiRUDcjDN1K/FZ1N61VNWPLpx3NmF5LE/QBf7Jp9N7Rpg4exmwUDbPytxHAYvZcp4zQpAqDgNp0exbrDrOWH8K0CSs0VTOCgqTtcymLpWarMvWij9XCNP3+JCPtx/wICWHVhdWnzUGhS4ilXGBJ+YZB63OTLeyzDpYe2rEzvfpXJKeEyvm7xRATKQpcP/2jpQ8zkRicX8li6XC7tBz6I5MwVNZvQz/rlYNF5cbrp9ccXO/4+7tHToFmtqx2WzRylIwKBaopWxVa/BTojuMmCQ9oplw5Zyiqlu2rHB1y2Hfc/P6niFMdMPI3f097coyTgN1qFEaHnYCB/bHAykEjFJcXG5Yb69Yby95++ZWfImykA20UqQguNEwjnRdx/5w4Nmz60fSXwow1tC2NddX17x884qEYRhGtBZhHNM4MFaGNq1hfXFJ6g/kLKZ21oiJZbuqcVbT9yOHQ8dudySVmQ9UobGGiKkkiOYQSzWdS9WT8YOn3lhMoaovi6AWTbW6qVFK03UiW+T9tHyWeUE2SlO3DURFDhlXCcvMuUp065YZll8fwjjBybJiz0F9fxzZHToOhwPBj0DCWEvb1jx9es3uxjNG0TpzVY1r14Ss6X3CmcjheEC9zby9ueXhfsfSOypQ4mNwYMHuyueUKulxFaROTyv3xBJK8vwx5zRKnaXsX1AlPfouP3orj47N/HulluOyDI+eQ34SFwhhor+/4+gVEc3F5pq6rgTGy1LpOGuYpsAw9Fhny3nX5JBEBNbM+5yDZEYrgy5Csap4jFVVjXcZcl8+cWaedpU5TY3WCecM0YOfEjPtP2PK9WFQKhUkI5X5udNnXY5BPq08uQQKVDn++XQYzi6oElTy2Qk7veZxofXu+YDFkLMEo8VeCHWG4pbjk0u9rE7g5Pm5FGsOvdA0Fyr7XMIpmRlLUVoz38/2Ax+kYIatFcayZHhai7aa1kaieIzkKISAp0829J2n70sFVM6ENTKLIeSKvBh1AaSYF+gmhMg4jdzf7cWK250Wm7v9A9EH/DChlcZpTZgiGkVV1/zY//kjXF1d8OlHn3HojvjjnhfPr9luNzx7csU4JsZR/LBShhTKgqrgOI4c9kdefvQSYzzWJNZbodgbDLYW5h84Lq9q3nv+IbcPA/e7jlefvuT1zVv+3//5yDd++Bu0qxWffvqW25t7hn4ko2nXLb/rd/8OXLOFquWb33nNcYScugINKRmyBcLY8fr1G8ah5/mzKzabNcbVLD0OWARYlbVkbehHBTmQs2ddGRyJ435itV1zedkypJocNK3O9GSmGNlsWrTWfPPTlxyHniFOWCXUb+VkXkNrhallgBNf/KdSRqkCpcWIdg6FZnN5UfpWinGYyAmmVjOknmG449DtmaYBtbCyJMvNuWTC1qJrS9uKmVvfTdBIH86aUm2+2+/nfGmQ6zUpBYXlpGLi9csdN28eGPs9MXqM0nz5S1/ivfdf8ENf/wa7u0AIb7l5c8/6csPT956Rkng/3d/c8/bNRIgjUxAKtk6moAGJ02Tu2XtRc7g4VVDz2308EXWWeZdKOZdhXTXn3eosNpWnfz4Ine6fz5WXWRZmjSFrS84yJyYCq3kZrhYNdVk4A64EsLRUaH0/lfNgUOmGpjkImSp6fBxpG0VVtazX10xTQI9HVDqis2Z72TIOA93xyHbzhNqKAopC1O3X6wtyqtDmiMoOYoVWFT54uuOOunFYZ6mcIZfgE3Nm9BPNyorhoXYl0ERCAqsyzsg6o1Wxoc+5VNtz4H8c9Oe7S9ies6vAcqFKdSM6cMxyVO9EqbP85FTniuqG6O7NgUnr4i2UTpXb7FW14AQKWRdQ5KSJAfx0bp2jUEgh4KzBVXIM5uHy72f7gQ5S58mgHFRZTEizaZksVCklQkgokzEFMhCbAitW8ySs06dTVu6dmHOxGChZZcr4lAhR7K9XbcMUDJHSVM2JaZjKHNGMoAhzZrUR/T1rHSFkxrEn50hV23KxZWJpzM4fLKbE/jhSOY2xinEYmMaBEALBeyY87dqVxSijoyqDzYlIJihFUzsuNy3r9VYsI8bA27t73KHn/v6WYyeLYttUbNZrthcXKFsTMDhjMdpBOJNfUQUCSpF+ENbf/tChjWFtncyInLGxJCuTjFKbCrL0B0jCcIwovPeM/VD6Eo6u2xNDwrl5uDLRjSM+RZnSL/tf1JeXi0GoHrP6hJ7ndJRaiA/tZgWIanoI0v/oOwlE3guUorUmzbJAJeimnMkxipCtzgWvz+LzFA0+aHKWYcXJBxlkNMXHnFmFXxKgaRKtvWGcBKtPsD/sZEatLCzaaDabNa5yTGPPau24vFpxOBzwo+d4OJCCMFR9CvjoRSyVsyHJWeWBx2vVsv6VlDyrOTNelp4TJDcHnXzax3zbzVy+R8BeZqGzq7KTlE+F0KKkkM9xijlYnb1Xxek6WsrfU+USbY0ho2IAgvhX+UjXSRXcNsLWNVpMN5VKeH+Q57JBqwrnrtA6FpsTi7GuJJwWkGQnlzejysUmSa3BmgpFJZyQQloxWqNJpHI/5oywKqMIuIrvUlE7SSMoLcaAZq5mVFl75vvnlDwsdex5RVmO+Vx9AjIrupyos+pqYb+cztjyJ0qAm5OP+e/nNAch+StqORcsBTo5L+aNKYEPGRMStROSF1qufRnmlf5bnhVQ4m+DIPV4U1gjit8RYWNJVhEJQaw7TDFeyzljrUE1inGUaspWppwICUiijiNZ6Oz8G8mM3uNDJKXMs2dXDJNn102EaSAETxw6OYHGlKCTyD6y3az5kR/5IVIyHPYD09ihK8N6syIZGFNkGL3AaUkyyxAib2/2rFeGtjV0x12peihU1gmeSzN4YV6lREyekAbGtOP66susmw1Pr9/jcNzTDfd8/OoNMSWOdw+EaSL4iYtnlzx7csnl5RUhQTd4KutwxuGnohSmACO9pxgjh35gnCI3dw+gNPVqhbNK3E1PpwUl5HyqypKzR00DKkQSE7m24rp898D66gnKWW5eH2gqw8WqYRwSow8c+g5tFbayy00oYEI+CeuWYGi0XiDgnBNJaWIIhJzYvLgmZc3xGJiGjpQmKjqUsShdoU2F0xWj9/KBSwIhRnbSJ9IodI6onInJMwVQY1E3iYnDcWDdiudTjrmooxepngy73ZFxGjl2B+qmJqG4vXvD4XCALCrzRlsuLrdYp7i7fcP2osJVV7z65Japm3g7vSZNHlDU2zUxB2KOJ/GCshRJCnaWzZ1ldnmJ8opTji5hLeUzqGjeZ8oLkevxf9Wp14TcX2pZ8EoIe5ehdhaf5PgWWL70W+aF95E1BUiQSoZYtSjAThM5H5cEbBwDu4eOdbuSynntUAqMyQzTHVOwWKexuqauPsQZT1ITWjtsZah0S8IS00SYfaMwy7ELCbR2ONfitEMbhY81zhmsVTJjiHhp6WTIWRN88Zayptwbiil0aOOoq0YQHK1IxdZ97lk+KkfPgsfnytSFyXBGSikD0Iuf3HzxIciRyjONXWakUs7oVAanS7IXUyHN2MIInkvsUgjIgLwEwjmBNyGixkDjKqGaG4Uus21yS0pyGH0gTJ7vZ/t/QJBSj75TUOSRNJg5oxM9qZwzMaZSxs7aZpK5Jrn6yEVny0BZ/EWjTxc4xzY1V9dbXF2TpoZhGlkdOz797qf0h45c2kmaRAwBheLDL7/gvRfP2Ky3vH59Rz8MJItQW5HZDaWgm3qmLjL2gT4dCEVYNfqa5CtUUlhjqBtFDAqfFH6SDEvELeU9z3hvTD3jdIc1E8+frdlsHH3f8Ga35zj0wk4q/54/f8L7H7xAa4XTilXjeHp9QY6J27uREAZCHDFRjqdWcqHG5Hn18jUpRJ4+u2boB2KMVJVhGAKRHuMSbWv48CsXDMeBz15O9L0ovdugSFUDONw4UlWW999/QWUMtTV8/PI1h67DmLNhXqNRZHQMZUE/l1g5LaQnzcYCUUbF/v6IKYy9cRC1isFrKpVpKhjDJL5TSQaQA5mYDVMYGV9OVFVNU9ccmhXaCDTlqprBBXxZGCoy0UaCjdzvB1CKzaYqEIfn177zXcZpJJEwriaj6I/3+LGHNFHXlrYxpNQTgiuLtQc8l08rjl3m0HmxRlAQsy806lkotVQ4SmasZg76Ylw3bymJ7mssskfnxIglCJXX5iUcvSNnk5cFtBSt82/P7koJ7RRDwy+6h5eKG01G1CREnkAVVqF8r0vAGg5HnJISTzGzNkXlPuXMbn8k5UTXVSid0Cqg7YTSmUhPW69o2zXjOJFi5P6uZ/Ki+O7smmmMDMPINEbCJG7SCkEmUBEfeqz1qBSxhSQgzHkhC7SVhtKLkrcppAg/K49nTU6BGI9okzBWqpD8+OB97ijKCZTrfylgy4F/9GM5C0sPtCAg4se1zCKgzPyYBFbGEW2dqGxEuRZ0LG/qrNqeO/YpZ7S2JKXwOeGKg6+1QkCzIgdPSgHrhGDkQ2T0I5MfvuBa+Pz2Ax2kzopdHoMVp5srzfj5Uvme5kOURmankkybnxQJZjhJLU6kOc+Gg1pEQmMGXYOGSYZwZI6mMbJ4JAl+xmiun1yyXq8AmZnwYSI7eX+SvYh69DSNjD4yjIF0yITo6boDlYk4ndBW+iCmiDJkhcxraY22RUuh9E9SFijKhwGyloayrnBOc9f1pegSkoEGVisx1ZOJe4E1qtrRtjWt39Ads7zvkmErJVT1lDL73YG2qZkmTz/0+GmiqS2jj0zTAASclQFao8BYx9RPpBTRVaEcZwjBYwxcX6yles2ZYRTb+DnhV5ll5oZ4qgRygXfzeZAq521GmGKWvkWVLKtass6UhdVpU0YbsVMIMaFyLJl9JkbJMKfgidGTcyCkiNYOYx0xQ0iaqbDBrClJhId+nMhKYSpFmEb8OPKwu2fyQhhhDCLwOg2SheeItRVVLQyolGb40pNywNYaPYnTsLifSvUhcGRRi8jzPaBOldN5aZvn+0Ox2J6frY6SxT+GhJZq6LzRdnq47HleZM8W0PmxBZ7Kn3vV527qsqfZc2p+/gleyqImojNJz5WCQLUzWj6MI0pDiGB0xuiAcRMoUSQnyX0jPmMJ72U+bhxHVO0I4QRJxZiZ2zPWaamUUsBlCRYnHuKJhaiNISdBOLSyBY0RLzKxIpk/m7AwtT5HH9TpGJ4FrEdHaiZGZBbNxBkWfCx9XHC5hWDxDt1BSbIsa0EmhShJ/LLD8l7Uu2csn6C/8rt0ViZrMSaQZHY+b+Wdzcfgf6sz7//OzWiFsvCwmwg+UGnpYxinyLkmZzsnFigUdVMRQqQ7jrQtWFuVBa/AfKW68lHYOsYYDrsjN/dHopeqIYREDMImW28uiePEsNvT2Jr1ZsXXf+SHGbqJj777CuMmmibxdj+gGNFKUzea5Cz7h3t0tjhjOHSBcRrpuyOGQI6ep89qDDAFgTSzzvTHjhQdtlkRkwUKgYBIzko04PLE4cFQty1Pn13x8dvXhDAy9SNWQ9M4lA0M8cg3v/NrhCTmcl0YqLeOH/vwG3zy0Us+/SiRkb6J0qaIgWbubneA4tVnrxn6A9PUY9TIOEbuHgLjYcAp2G5aKlcxeMXNy1cMxyOrWqbvmybT9T3eBz587ynHQ8/bmweiUdjWMfWhSCZklAdQkDQxZaKSYCmN4yieOUotSbtS4nKbc2LaHVitHKuNxjiNzYbBDxhboXWN9yN+DBLElCVhUVpKEK1lEHOcRoIf0EZTt1umsopXKQg1OUfipOiOisCWpC0Px8zu4Y7jYU/MofSoWvrjkXEYCJNYbEQyq1XL1eUWaxw5K6aYCMniPRyGyBQTxiBMQwSWjiEQp7EYblLmrwq2MC82nAJPLk12jD7BeY9i0HmEKa/5de+8fNZPmZfB00KYl17K/McebylLYjDryybOSezzJ5GgrJSw+7RKoHyB8xVVMxMTYLc70PUjl08t1op1z2VTYU0CNWF0RCMK/0rDeluhBw8G6tqjrVyT2kzE1NG6BldceiVIKnR7gWYi5o7KOCFLKFf4C7KwYzSNtRSeDMEfSUkkxypbUzeO2g302pd8oSRgizXDAqI+Ptbnv5JIWHqL8zmbo8oCK5zOi5UELc+sFxTMpqA6gzmdoznhS+XPmPKH57k3ColiHnYgaXI0he2oC+1e1tJUnBVyDDgD2X1/wkj/DwhSp+xvFjuVBFL6Ut004qzCZelHGROpGydVx3ITqEWVN4SwNPk4O+m63GQxST+rrh1dGBjHidvbBzKZdlXRVI7Be4IPPLm+5PLykhRF0l8Ef0qmkQIxKwIaNQE5kmtLiHKSm81aXGGnDbqYN2otFc7UD6gkXjpVbSS7K9lxypFYpuPJs3OrOGEGH3jY7RgOe3x3JKdI3TY8ud7SVC1WOYYoR8ZqhCigNOtVzXazYXtxyX4/kFJAmdNFHHNi8p67hx3Oitr32B0JIaJ1pq4kM0tBYJn1xYputxKvHZUhJaahJ2FQSXE4HAkxU69WDNMBssVSiW6btfT9JM1owBghGcQwV7yiVHCeyCsF6FOfJKXMNASMVjSNwQ8WtBZYV4OxCm2NmFfqmpgCueg/GyXsMed0eT+OLFOLaK8gFVmnlFFBkXQko/BFQzBmcAX2SMoRdkESjRTQGlxVsd1uuLi4QJuKrBU2Z/p9T99F/OiJkydHXwg9cy9VFpY5yCSVEEuS0zV8TlRYuAjzHZRP4xmn+0qdFsPMAsnNDz8KNWp+/nnlo05PnKuzude1/Jk5Sy//i6LfpM7e97yfUwBNZ9XL/P5yMeJDBpOzBO+h77BWlPLHKZMsyKCpw1VOEo8sUKmgEBR799KxSVFgRGoo8FYBGE98hCzBRWzZ5z+uSvWQUMVhTIZ4LVonuaaSBAqRbyuGkczzSnn5aEsVufxizr6Wg//4ZJwzbM96gRkWHcVcnkem9K3K55ij0TtncukPprPfzX+3zPst1wnCrpZ/+tTTLyLc8hIZZv9+th/oIDUfSpXPfnH2bUyR7nikrixtdoDHOcdmuylQDsvNJyyrxDQmXKXALIK/gCp9DzFgq2vHNmeGoaMbRj76+CVPrlu2FyvqqiJ0PWEaeXJ9yfPnz5iGKFCWEyU2UsakQEwKL1Q5yUBW4EeYRs2H712jjNCmx8MOP/QYrYlEhmNHXSuaWrFaW7QRMkHKIlUZCntOJZh8IkUhlQzTxP5+x/7ujvGwI+fIet3w4Ycv2Kw2ONOg8Vgj0NdNCoBh09ZcXl4wDJnD/i0perQrF2aZlxj9yJu3d7z/4orNZsVxd09KmbrS2DKcHKaAco7Lqw3d/gLQqNATfWDsd+jVhmQUNzd3tJst2+tLpuEBQ8Q0BucqrKsY+htSDFgts3GuMnhkQDmV8zrb4izNXTXfrNKb7DrP5qKmqgxdloFwH0RGSWswRZTU2RXDOC6ByhpH6yraTYu2hiT+BGCsZKMKPIXSm+bs0ROTLtm1oW5WoBQhG7yfhKkXA66yYsXy5JrrJ9dEJDvWSnHzpuO4m5g6cZNNYcRUrYj0Lut5yYQVRQT2BOw8ysMX5fJTgGK+l85voPlV7yyAp7vi16mu8mm/6uyJ+XNPYumjpZzBz4QnKanmOupEapvp73NlNVcdpyCVc0Yj90S/36GrGtcKqad2mqauMaamaWSQPwZFLFJGMWVCnggFQo0pivdaWWQE+tVkJczgFGeat5ZrwaSl/NALCSSRsyEmhdY1GI0fu0WazRgJUvO5kaB2fpAfnZmzg3lWqS7B/wzsmy+B86poJjogpV2OQuzKEZnPUmeElznhmQNPmeR9dDmU4y7FWjkWuQRjI553M2FiHMvnUooYIv63C3GiCA1DFuRi8pFDLzTrcehxJlIpOWAij5JIfiSiSVlLPyiDqwyxUNeFbSR6gKpkAiA21trKBaWB73z3M46HA01tRfIkKz57+RmkxPX1FU+eP2Vzfcmrl7c0jeLJkzUvP71l6AasVqAiKgURWlWarJxQVW1mPN7LUFyciLFjigN9NzD5QPCJHDN+BKMcdZNYbxQzPVeEnBUqGqZBMhjdQNcPvHz1lr7rIUUuLlqurjZcXV0yTIHBd6AMIQnB5O5mRwyRdZWpVxd85avv8+mnHzF4scRW5zhzSBzuj6TrLU4ZUhamZQoDRoliQ56OVKahrTbkp2v6lWXoKu4fDtzcdayYcEHR5wptR+q648n1NaQLpkFgxkwSqKbSPH1yLVBXTNQuFUKHYb/vOXaDLGYpg8pstw1N49gfRzFRDAlnHZt1y6opVViCi/UGrTV+AmuFfXV5cVn6f562WbHdbFht1uIumqVK1cUscsl9l2x0prALASBnqRbu7h7477/yTYbuQIgjicxmveL/+MbXeP78Oe16w6EfOBx6bm533L154HjoGPuDVIsposMkgbNuiVkGrZVJotrBaX5Gkt8C2qiiHAvMA6aUDH5e7B9HtOU/zCyu88dnEPHdTsj5Jmy/2YmIs8rqVEHpLItkUlrep49gFElrZABWncYPlCZldWZdn+e5WiHLxEgICpMNrq5ISTF0I41ppSrXVr5aizYnfUlrDa1qZTBdJ5wZqUxDZVrCJKMkTeWoqgrnqqWS1dT4SUYrjLWkFJnCyKqqRY5NZaYgSjEgyW6iLRp+Bbos4zG5HNRlNGw5yDNH8xS45wcfB6XMo3g2l8vqdJpzzPIHYlEaKdRdgVkjs5fb4sgbcxkZiYtdiyp9q7mmzVmo5ZkEOhWjRy1IQ4rElBa7HGsd/f5Af/xtEKRm1Hr+Z5Cm3OQD/TAyjSN21oman5fFcygrS1bl4yuBjNJyIcxVVp7Jp5Q6VizpQ2QcPIciBtrURjDXFOm7nrauuLgUBqAylnES1pqrWlLM+JConDS+nS6QV5bsIpfs0Y8iNiszHmFxstRK09SNLFQqA3LDKTRKGdAaox1ZJpZQyEzXOAWGYRQB2hBQSrHdrlgVz6lj7wkxgzYkpYhkhmEgjBO7e8Pzds3FtsXaGq0d5BGQefKEwCR+8sSQytyJI6ggvRtnUGRimMhBY3Jg1Wisdiga9keRkhKYR/pLMUTCNNGuW7RyqBSIyRNjoK4cZFi1DSEkfIgo5QuMUKbnC/U2K7HW0Lq4hRotVY6SWZr1aiMJiU+Mo6euK2EkpSQur8aIhYjSeGVYtaKe3q7XotKeokzZL7p9c01TgtQZeUNrgUzGYeKwOzJ0nbgyF2uVtm149vQJq/Uaax0pDUxjYL870nci15SiB2ZobsZnWP52PoNQ5gByCjRn0aF8VQUiz7OiwfkS+KhUKhn2OWxRvj2pQ5RHviBa5bP/nh+f83c2082X32a1BPvldWp+z+dHe36sfE0y05bmD1Fg4BASRmeCO82nKiVBMOck/WxtJdNXEc20CPcKYzbL4PxMqTYanbSoxODL+VAL1AiUUQiF1kkGdsuirlU1py9LEFZKLZ/h8YE878+VlOALCqt5jZLPdXYcl+hUztksg5Uy6kxoeP6Ty+Vy9jdm2HAxjs15Gep9zKaVQCW5hMB+MaVCXiuBqyA/vy3gvhgizp1uNpALNAQZlByHiXVVE3yg6waMsaQIb97cUbcrEeOsK5SWAlvsdiIxyMS0cuWCnx3AspzLlx/f8dFHN/THA00D771o2T0MHHcTOmQunmz44R/9Oj5pbu6PKC0L6DSFMjegGbpI1SiaVcUwCM3V3/Q4t6JyFbuDR+tE5TzrFq4uKi6vNlhT8/TZUw7HnnGYqGvB1MPkWTUr6rpivZkNzBTc7Yj7I9/9zscc9ju64wM6QVs3/NiP/SjNqgFnuH11x2HfcdwfcesGt2k5HneEYeTTTw5cXV1xsbZcrK/kvU6foa0GqzGl2RuSsOe648jTp0/Z747cvj6SN5lsclH4HkjpyOV2w3ZTkfOGpp0wlWXVKJoGvNWE4Hm492KkVjvqpiVHS4oTX/3KV0rm5lmtZMF42N1zOHZ8+vI1OZVeTI5yo1jNceiY/IhSivWq5fnzZ3z1y1/l8vKabhw5HvbcvnktPlFaY42on4fsSZPI3uSCvVtnzxaJx+AHuTBFi+GgKrxvubUlYbq7e+D29o6H+wexisFyfbnh/RfP+cYPfYNjP9ANI2/fPHB7d8/NzQ19txdHU3LJUI3ooqHFG0ppqB05BpnNOoNiHy1iS4peFDnU96ig5s9XCpvTZ30cNOTXp/sDNQvhnK9wJbsr0NXpZaesXxU2WDDn7/k0P6VUprCbUdqIi7AClzMmUexl5pidSSGQc8Q76RvW1jEOA95PWGfoR0/XeZQ2GJuIvsc1jqap8ZMILKs0YdWaylrG3BOzXBNaC7W6aSqCUfjRYV0lUk3FMyplUNoKMxPLqq64WjccB5FKM1oEXPEJpzucQ3qbhSms3jlt726nuuqcXSi/eVxIleMZRTE+h0dTc2cKIKXmL4GHgloWVLD02JLQJecTZozA3GcBLoZECKEEZoOzjpxk2LqyFmUsxtYS6B+90e+9/UAHqZwS0YtStCo0ZKsVm9by7PoS7xs2tcEaizEFklMQg8GVhSalUDJrhVGgrGYaJ0IWBQdnLdYKnOOnwP7+yNubG+52N1iXsVZopdMkMxa2tjSrhs1mw+1+ZPKBpnEF+860bY0C7vtuQVjWTY3SUml5nwg+s161VJWhbTTOaZzV1HWDUkJNbmtxvpTGLkUvSyoQ5dRiEuiUwaA5HDr6vielwGa1ZrtZU7cNk8/c3u+5vz/Q9aJdN5IwwRP9IBWbtkWgNLK5XDGFgds3cm1rrQpTAJTJTD5w7CfadSPHzlkhKowBn2Hwga4fcXbDel2BylijaSvR8Ru6SLBa8GznGAaPQfPkes2scK+Mk2Hkw2Gh9hrtZF4DMaUzSqOURVtN1VoqJ6zJtq5ZrVZcXl4vBAaFwlrHer3G1rbAu6FUDrPEliJryTonPxV1cLXYbWs03eEgLLsYaFYrmrZFlQpLFgZNSpm3N3fc3T8QwiRWIDmxLuez63vu7vfsDz33t/d0hz0xjCg1Z/qSkSo9C8eCOMRmlDGlL5CW5PlRk2mufL5g1VNnT50z6dPMU6GEKzkey27PKq2TOsQ5wWGp5U5ktSVN//xfnxdFtCIXN21Rdprp52W+KCcUgl44o1nXCmOgT2VAdW7SZYhe9PeyNkvmngMYLJVb0dQQoxEDQiOD4FEZYfDNZAo0Gpn3iSGXiiFCYSPWVSWsQ3IpMhRKlZ5WTGiViESSElKWNYqYikhykjk/axRG5eIfJsf58yXNXK2fR7B3zsfZV8kJpNqejQ3Pt0WQ4lxvcYZzM8xit2phiHAKSLMA8HxOoKigiyjBOEw4K/d0ijLOoa0u90NG6Yiyge9n+8EOUlGClCnSGzGJZ8tlW1E9vyamiMmpHGxNVYlcTgiS6WqtxFwOsTnQWuCg7jgRy4FNdUVODldX9P3AJx+/4bM3r7l9uOHyssa6Mpw2TUzTxGazZbVuWG/WvL3r8P3A9ZNKZq4CrFYN1moebiQzVymz2bZUTUuzfcb9zT33/QPrdctq3bJdb8R51BgJdEUGp6osVW3YHXoy8vlTikSfsUayTaM0VmlM1hz2B6ZRelHbbcP1lcCRu/2RTz66Y3fcCQxKBj+ROwh+lMzVarIS5uDF1RofRm5eFcBGw3zHGKsYg+fQD7ynr3DWUtUOH2UoMmYr8y1Dz+WVxjUVMGGNZt04pqFjiJGkE6ZuscrQdx6rLJvNGls+k3EWH8LiApxSwpoKoz1oizUaZxTGOYyzNOuayoov1dX2glW74uryGmud7CPJArXerDHOgdJk5YsfU17Ec+eCYRgGtJ9AybzSvDa8efmp0Mmj5/rpE66ur1FaxGuF1SSKFJ+9fsvd7R0pTTI0DKzbCmcUu8OONzf33N8fuH17wzQN5DAs/dBSSrAIdyqAWBZ3GZcgClP1Mdnge0ArOT0OWqcWxmNMbaE4yxOWwKMe5+6PFsv5NwUGY35NWQXPX5XV3BqRz5fNCY6S7L5UU0uKL4xbZy2bFuqYOR4moUrr056DF4aqNlH2nzREsLqmbbZCmggT5MIU1RSgPJOiJiVNzhqNReVUyBWRlAM5hQK/18QQSTlilSEpkWFKKZBVLErgQdwZtLQAYvSkJB5tRsv1arVIKj0+U/PZOdG4HrE0OcUztZy4coxTLn3QVObhWJycPw8DLxnJwoCdj+Ni+JtPFXEuuqaK+RyJIs/kxfqk7wec0YS2IiWht2stxURKEXRA2d8Gskhj3xGsZRjkRtFFfqZta1aNSJKc9wRSkc5p26qIkCaMNYV9pEgpkEKibTXeZ477kWQ0UWX2+x1v3zzwK//j22AC1xc1xhqijzzs9/ghYLThwy+9z/piy+1+wFrPuo3ECP3k6buRpq2xxvClr33AYdexu9+DmqhCZmJP1494Lyc5M+sBCqX9+YunKKU59hO3dw/s90eMBWcN27ZBtw3WSt/EOkflal69OrB76MjeY4Gqrnnx/CmXl1s++u4b7h8O3O8fiHEiZ1FmFmXxotJsDRcXDaSJ3d0NF5sVwW8IqsKljI5CcbfW0FgxmZu8NJGdM7x4+oyH/T39ODBNidV6xfbFU4Yp8uqzO7ppR4qR7VXL7a3HD5mhG2iVolo5uqDJY+Lu7p4nT665ur4SPDzDar0RuaMQ+O53PsaHxOVmzdXVhovNGrTY0TtjBF4pK+84Rd6+vUdrK2ZsOaN1xrokDrHKyPR9EpKD0aL6EINnChOHYRQaeIZoNFPfM3ZHpsMDOSdc5QhvPA8PtyQqjJHqevLCtnzz9vVSdeksVW/Mnm448PrmJZ99duDhvmcaO1IOYq5ZhrSXOc8czxQZZPFWZIzTZFOmWE+l0xdvC3qXHz3tc+Esn9VEpcKaRUgVp6C1bCUbP8/QF7HTz0GKM7wUSaGok87svjPKx/xcYyqMcQJ0Ksgmc9XKEn7nYRgDY0lcAXIKhCB93y9/9WtcXl3ywfsfcHm55epyy2qzZRh63r76mDAEchF4Dh4uLp5hXMsUndDGY2AapB2Qs1TqCgrWKIoe2hgqrVHGkuMocl3F5saHSFWJeo0YIiqMUbSpJkfFtm44hIxPvpBCOOunf4/B10fnNp8yKTnoi61GLhXMPKoi19DphKizs59yIqSAVbUgFcQC2XIWpOReT+XvkDMqZhE/iPBw/4Am8uTJRvrA1ix+VOSMtY6q+vWMQk/bD3SQ6oce59xSiTpnRI1BVUVYskAV5YSkQpVURQhyaWYznyopja3RSwM6RlFluL974P7uga4/st44qsqI7XbKeC8aX8YYthdbXFXRDaNkvw6mEBlHz/HYk3Omqh0X2zUYS0iWKSqyz+TRM/lICIhFhgKlNOMw4SfP5TQttiLeRyYfWDmHMQZrLc7NzCMnzUml6YeRw/EIOeGsZtU6NuuGtm14+faBcfACO6VYIAsl5IUo7r/GKDKJGDxhHGlWFzRNVRrMAnnMm0bYX7MAr1GaVVPTD47JTxidqZxls13TdyOjn/BB7BLquoLiSSXwQESrQMoRHwLdcWCz9iLDAhitsZUlBksInspV1FWZ59pesNmuSUlcRq1WixhtKDT1KYqskhQgGusUWRlSViWjN2SdBVYrqus5e2IWxQLfi5twdoax7xmOHXEcUfOETS6KBTmgjSUSmSYYp8hQYNWUxBbCGIGiRj+xPxzouo5xHEk5QLFOyGfw2+eCybxIzNJG6rT0FMzy1A46z7TPv879ofPqqXzzGDE8VUDvxr487+f86/l7PH//ZyXXaT9zhZXPkvv5zjyruxSFhCBaegJ3Z9pKCC/Jq9NiTF5cEDabFddXV1xcXYqKvbXUTQOAdQ3T1DMFzzRlclTUbYO2FVk5tFUYm08wa5oDh9wfS+8GeW/GWHKOy3mYe2s5zbNTckEqpbDG4myichajz9iXnAOm7x4JVRRAHh/j+ZCdUNU5YZjfR/riXKEc8KzmtTKV6nXJ7k4Hf96X4iQmPEPCRVx7GkfGsSKGhHUWY/QM/JYdGVQ2fD/bD3SQevXZZ6xWMnOilWLVNhijgPXyHEUpcdGMSaqFGGLpQRkoLtWUC18aqRZyxFrPOE6M48Av//L/YhhE7r+utWi/jcLoiSiUrqiqmmfvvaAfPS8/u+WDS0tlK+5f79ntDtzfPnCoNVVdEbNijBnahgmLD4rjLuK7hB8T+4cjfWc4Vn6hqY7jIP5FpuLq+pLNdsuL55cCq1kJVPPA6zgF7h86Pv7kFR999AlGRS62Kz744ClPn1xQ1w1WHaWXpSGPozCcbE0KgTgEVusaozV3b3Zs3Yq4mbh8vyWgaOsNiU6qUyW6ZAJ5eECLeaTTbDYNh65mGD269qzaiu1mTd8dmKaOylW4ylE1DaQdwWeMiTjjaczElCvipHn75l4WhpS5vt5IIM52sf5er1c457i4uMK2FbqydLsBlRPOiuGlMobG1ISc6L1HB9Fea9tWoMG6IU4DOSWsbZHlpMBlKZHDRPCRMUT60ZNjpI5StWiliVqGp7uHnuvLC7ZNyxDkd3f3B2kq+8DYHZiGiRAyq5Wlbir6MTH4gZvdyNh5qbJ0XJhTWp2t/+XClp5NhpiLDFcqcztz471E5mVAc97e+T4nKEnbCfYprz0LYjMh4pTdl8eXFXF+7TLxeQpMRQXklOkvdRggiYKqrBzvmNAhCnwJpNnSIQHJk1MQpf6YeTgmdvcRo+DDD1rGEe514OboGULCFbgzpsj11SXPnj/BNTUxJQ6HjtWqZbVa88EHX+Hly4+5u7tjigprK66uN7iqwtiKy6s1dd2xfxiFuRqSiMQqBcGgrQgC+MlDseXAWLJWpJCYB4DjKEmvMTN8qakrSwbapqLrx3LoTgO9726Ks/M5DwQqHp/jM8miU5CbT8hcYZcXlvOVcyo/JsR+IJfqSYLJHBTnveiMDK2ns2tKS8LUDz3V0XE8eC4uK6yt8X4qDhSOPFnC8fsLPz/QQUq7Gu0qCe5K9LIoGdaMrZ+2LMEqCT1U61llgtONc0pNMUazWrV0x4Hdw8BqvaFphcxQNwKrdcOE2nfs7kfWq5rNZg1Iw9fkCMqhjGG92WCco2lbcei0ltV6g2syrk0iZgtkraFtIESatih5o9HF1t5WLdaK0d5q1YJSrFeN9OSUKvM/gazgeOz4+OM3HPZ7cvK8995zrq8ueO/FC6yxxU5d5JbSNNE2NVqJfp4CqtpS147KWVZNzcV2TVPXWJ1xBtpVwziM+ECxj1f4KWKqhE5CC6+siMRWlSvWCRaQYV3vo6gja1FwqJ2hco66Esw+k3i4PYJTGONx7ZqH/ZGUM01ri3WCJnhPmIQJaYompqymmsZJc72pslhYgIwF+Uz2AaLHkKidFn+wtzcY7bFGsdleY1yNdS3DOBG9LI7EACGgkpATrKaI0MrsVfSJGDNdN5CjeIChDdV6RT8MjH1PCFIhKpXQWpyVddMQY2IcRkIoC7GZBWPTshDNgUTBQvNFy8jLPEypUGAKYDYHlHwO152XTPns3zmm8A5LjFMl9oX9rYUtkT//u4U1sTzw6Kv8VxiZi2p3zlKoq/n9noW0XGb/ymtDkurVkakaTfO0YoiZ2AkNYa4MXn76khAC3/ix/4OQhB2cehE5HX1k143cPhwhQ900XF1fLeQMXcwPXa1RJpHxKFXL2IfSgtLM8mgktCnpTdalJ5NIBcYTzdCZgSoi10bLPWfsmdJNns/Eo0//KHjl82/yo6P/OMRlyt86r4U/VzZzXrIvvayZ/KNOT1UzXJhPahUwo4FFGSd47nf3VI30po2WlS6nWK7T3waVlHY1pqokqpcgJVThOXPjvO4VWSFKKTs3aOeDPTfAS72staJta7xP7HejyNRYTd1YnKuFZDEM+KDw0w3NdcN2s2aWsbcLjmvZXNSs8kbcfxEIz1hLzJkmZVSI8laNwSlwSqGLrlX0EWMNxmps5bDWsmoddVVhrVuORc4y1+RDAAX7fcdHH8mwMUTef/89rq+uefbsBX64Yxg7IJKTJ40j7fYaYzR3d2MJiEKxbZuKp5cXbLdrqroqRm3QrlpCODCNGeVkIiv4iDICafgoA3xGa+rakZJCqYp+GHh7c0dVzaxJjTOaxllqV1HXAdtCv++4vztQt+Dqmsq1xENH1/e89951kbRx+CkUL6oklN4Yl8SychqnFesmMQSFX3rumTR5bJbgZq2i2/e8/eQTVqtE0xjWjUHbLdau6I5CiiF6cvDgvVQugCkLfiyeZTFIc707SkW06w6YquJps2YYhOoeCilHKSFlGAO6qglTYBw7iB6Sx9qGjFSKj+zUM9KfMrLgLeansyyQViIaOi8iMb/TH5oz6XxGZHhnUyfFAc5QpUWgGRZl9M8FqPPoph4/nt95+FR9yWdK5V6U+zEv80Oq3JxSMBSHaF2EPnImkdA50daa9qLiZp8YJxhjKpp4mU8/+YRh6PmhH/kGMSnGEPFBoPoxzEGqw6kogSVHtMpYLVQKrRS20igtA69atWhlFisYGV6X8yreY7LGSP87kKJHWbs4Qs+ZhyZhFFSVwVhzFtxP50otWO05ZnomPfXOtpyl85wBviBA5UfFldR2JTHIAlurrM95G/OFALlYq2SKGDALIzCTmbznYXfPxXbDql1RVYYMItv2uQvle28/0EHK6MeROIQiNAqca5bNZ6ByTujQkyg2SDZ7ogjnJLME1taMo+fTl6+ZfODiasv1+89kOj2KRTRkhu/eQOxIHqlS3nvC2AfCJKrfKSdiilRNgzaieiEDmYEYJpw2VNZg2kZ0rpwmefFasZWTntB6tjCQIKvNzOyaryy1LBzaGHRKvPzsgU8/ecPHH3/CqlE8e/KE//P/9WNkDPtj4HgITEPg6WUr4rU5kJRjTBmlLXXl2LQ1X/nSe2it+ezjz/CHgfFhh3ENZMvl9SXj8MBxH4uZGWQVUSahLRAhTJE+BS7WFdeXK5IyvH5zz699fEM9TVgDo6uwlWO12XCxvSBnQ+cfpPduLa7K1FWiXWVSMsRguX04EFLiyZXGTyPBe/rgi9BqxLgWYx3dcUClwDgE5mhQ2Ub6YusN4+4NXXfgfr8n+glnR1LI+F4xHd8wHW/I6buEDD4kPnstGnspB0Yv/aud04QYiCEIzGPFasL7wDCNVE2DrWoyGj8Fhn4g+EhlFdfbFltZtMnsH46EKRCHAa0zSlnZ5wzYlDRW2WJXgQxPpwDa2iLXU64KkZSXwKSKmng672ycrp1TZvbuQvcuDlGyZCUdlUfPXyqrdxadRz/q8vOZVWKp7jSKFANqAh2LTccMtJaBXlUqkJQEYrIm4FRmozNVnYlJ8a3XE1et4sNrzTe+tOJL78N//pU3ZUTBsD8cCTHxv/77/+TyyVMunjzDZ4ECu67neDjS7Q80lRCwFArvAzl3aJOJccKi0VEsL70XC5AcizOzrcgOUkxE79FZjP+sawnJ45VUETEWRrIWxYuIiLCum5bG9ViKnuA59fvX3T5//t79zXlomp3IFweUch4ys49YGTooWosivyLkh2VfMcsO0pz5SXibUS2lDSlnDoee2/sdKMOHHzxDCEiJmCOe3wYU9M9Puj+m2p7PZswN1DxLH+UEMZPiJAHACHSUfCCmyDB49rsDxtU064aqqdHKEEPCODnD3kfpb2lF09SsVi39JHMBtsxuMU9Za1Pk+2Uh9eOEsRbrhASgi1pwOv8c5Rqdh+zm8jCfZ78LnHNqmt7f7nl42DNOPdt1S9PUrDdrfIBDfyyfP7NuK2JsGabA/WESx1ygriwX2xWrtpEsyZQMKIradlZaWIrWFghBoVRerMRReZErCkDTKiqnCbnMe1WKyoqFQkoiVRVixjoR7g04JusLJCI3g8yaJGJOQkoxmvVqIkyeyU8Mg/TUNEqyWNKpFeMzzqXC+JrlnDIpBtHOGyZUjjidUcVzdxyFZZZ9JBtNiuDHoQz0RoKPInVEmftQZWZM65IBi2hpVddo65i8F7O3uYrSmnZlRHcRQ+jEbVnYYHLd5HPlar38+gTtLMKg82I2Z91FKkzJC/NMxUt52cGpojmH3t6pcZQ6u58+XwMtPaZlm/evTo+fP3f5/rS7U4wsVXAuz53hsLJbefoJa9JkjAKnMtkqSIpdn7Eqszsm3ts01I1m1VaMY0LcOWSe8ebtW0xVs7m6Jqlyzy2Vmlquc+8nUT+JkVVbCUKiXLGgQCA+FVFJydyQEqKBOvusJbVAY2SOb1brf1ThaLRCWKjl9e/GJlWOUX5nz6fEYz4f89HPp8Ocz551Dr0up+98v+c6Purzl8X8UDqtUY8SH1Xm3cpaNvpAP450BeY21kpCbovm6Pex/UAHKaP1UmVALrwqgWFOx1UOZoiJoTsQYyQpiy9Okg9v3kLOXFxu6Y89QzcwpYAPif7o+eCrX+bqxTXeF7kPIEdh/b29ecu+2+HWsL5asbnYcP/d1yiTaDYVlatlyFQVqZUc2c9yOFNPVdc0TYutWrTOQjWfJuLkIUc8mRg8tbNU1qJb0fsKMeHOGakLNqwIIfPN//ldHvZ3QE/lRIVCG0ulFZtVzeBE/PTZ9ZrVekWzueLwP3+N43Qk54mr66f8yI9+SJhEdPXph+/hlKFSBh8CyWi2lyuqqkYlh8oyQ5JTIpFIKjKGCaUyNltiSCQb8YOnNYEf/XJV5kgSn91GpnHi5u0eazOXl451vEJrzbEfiF6sL8I04JNlSpa7O5iGkco5wjgwDT373QEFbNYrqromW4FGo1JMPlBpqGyGFIg+MnYdU39k6o8cjz2VNbRtja5alDY8PHSoGFBRJKkS4JQBbVBZMeZAJkuiYZ3YapQgr40jeEsMFfXmmslHPntzy9CJg2zOYJ1i88SgaEmxJu4eiGFCbm2BgmRkAtCKymq0UaKoHxJxyqdAVC54pU7kBoGPLVhTeo9RCBZzz0GrZQ7mBBmd8u3zPtCSZZdgPC9pGhaZohmOS6jC8nj8vmbiREbLQDZzSCgLYYqQZBFDW5K2RS/udD9LniZeRQ6oVJYFrJJA7/vIbRfYHyauryuuL2t+6EvXvL7teflqj7Wir/hrv/ZtlDU8eXYN9UYq7HVDs1nRrrcMhzuGfmC3u0Erh9GOJ5s1zjhytUXbhNKJGDtUlkowz0PduiprtV480WKQxMPqBq8NucgggSancpyzxmmNtKROs2t5NoucI/UXbO9WTI9+PnvZoxBXztdpRGdO8AvFQyMIiTLgMouBXcylUo88ctGcRX61IltDtoYYI8MwUe0PZDJP9i3r9Ybt9opxnfDht4FVhyKji4OnwGEli8kJlBFcdBIX2O7YY8QTg6wquQmUoW1bNJm6NkRv8ZPj8LZDG8OL95/TrlrICq1n7TLJcGMMdMeeGCIX2zVKW6YkN5x1lvWmResapQ2qSIcoNOuLLXXTkJIv1VWZ1SmeQKSIVhFjXJHn0bjC2kMJ2ymm2TLgbN4hJ96+uePt23se9rd4P7CuGy4utlxcbpjGkRAi/fGAK/bZU+85dCNv7zsOhz1+GnhysaKtxQV4ztKdyujsyXnCB1HMaFwrorHq8YU2G0iGGAlaE1CEmPA+MU4B7yMkRSoCv6tW5oiIgaoq2PckQ9nOyPmMGW5u9yhdgaoZtUYbTTeMwkTMEKKfl3YOux27fUeYxLdptXYcJ88xJ0K8l6n4fiD6nhQSxoh1Sz/BxbbGNRVJK3w/MvQdIuem0LURmDhqrBPKvTW6MO/So8RTl2OTgJAi03AkhEDOinqlqDcKu1F0+8TQe6noc1zM73ISq4jZBVlM4pQoHkROQq+KIlkzgzRqqbbUgpqVKnxmaSlO/k7Lm1anCmBm9s2BSuXl+/keWL6fv579oPLjLF/GBmRGcRbNm0kcebmTl2eXezQu73VeCFNGej45g4EpwZgAk5BbL5JzYgyZ77wcuNlFVHNBVVU0q4YYwmK2t9s98PKTT3jvq1+nqlu0tmw3Fzx78R6fDkemENk/HGmxtDiC/whdVzTbNWwsqjJAJZ9XQfChuH6XY6nlfpW29HyfJnQWseEYI0onCWbGCpHLiNyVrQzTmE5wHBRb9/Mb7XTc5nO5BKTzFy6q5mXtWl5bgk2BG9RyYWhmAV+ULgaI8l5SzqgcC7wzV/n50bUCGp01bV2JPN1xZOwDhzxwe3sgeDCmQmvxsft+tu8vlJ1t//E//kf+5J/8k3z44YcopfiX//JfPnr8z//5P3/W7JR/P/mTP/noObe3t/zMz/wMFxcXXF1d8Zf+0l/icDj8Zt8Kp9uyZHZzbyQXy7ScGX3gcDxye3tH3x/xfsBPY8H7oWlkZqhyQt1WxtB3geDh6fMnNE0jTWryguWmnAghMnQDOUa2mxVog495CVJN22LrBu0a6YwXFlCzXrO5uuTyyRNWF5fU7Vpw/hKkchaoShUI0DpxfzVW7C6krzw7Dufl+5gSNzf3fPLxZxw7Gc5tq4rNZsV6s2IYBvrjgf64w1qoa8c4BPb7npu7B7quIwbPxWZFUznR+SrQhCGhsienkRhGcvLUTthOS5CaF5MkNOgQgwSqQigIITHFKCK2UZGiJifLqm2onVD+nVVUzhRtNCFUzIFwt+voDgNhmJh8OIkIh0jIAuVIEzfRHY7cvb3h4e1ruvu3EAa6w4G72zvevn7NzevX3N3ecOx6hiB9uIyhnzJYh2saTN0SdcXRazpv6KNBzRmikga3s+KSTFHjWLYssI+2lghyHKZeFsmsqFtDvTKYlWLKkcPgSxWWBOYiF7HjktkqIT+kkIo9RFmNzmBhuQV0WYhOMNmCZSklth5apGlOnc4CDCn1zmJzHsRmORt1FqTU8idyWfDy7JFSkqZ5LkgSF1Enp0DuArsXgkIM0sdJiejFvkI8s2LptwqKkQvFPoTEmDJ9zDxMcPSZMcxKKxAyvLz1fPx6QithjK42jcxWlXvlsD/w+tUr0jRhFVhlWa83PHn2DG0dIWYO+w6/61H3R+JHn5I//QzXDbicsFaSR1c5rJN7c3ZQmI+fKvCvMgIFkuKMhhfH30gqLNGZnaytxjo9kx1R51FaPT4vc90zswSX75fHTknAKWlYLtHl/lbn/1Pzc0WvUuYE50iZSvJUxBJn6PBx4YxG0VSO2pW+3hTpjhMP90ceHg50xyOohKt/i+C+4/HI7/k9v4e/+Bf/In/6T//pL3zOT/7kT/JP/sk/WX6u68eTxT/zMz/Dy5cv+bf/9t/ivecv/IW/wF/5K3+Ff/7P//lv6r0sB72UqWLjLf0NlSMpJ4ah53g8stvtcFVD1pacHMQRvKdu12StGceJV6/u+PTlrdi9b1ZMCdGeSpP0IgrccTwOHI893TCwWTc8f/4MV1lCiqgGIoHjQ8cUBhIKV9kloMRUdKzyLEYs+n+Q8YUWrWLATHK5pxRoGnHw1OV05Qw6r7DUjD5w7Adev73jf33zV/ns5RuyThhnhcCQIYyeb//P/8U0TQzjwJe+9D5VXfPRTcft3Y7bt7dcrBpWbcWXPnyfMHk++eQ1T188QxnFbjdRN9A0WuAapamMoTKi5gCiZZeNEd2DMjuRs8Jrg08RGzPryw3dAR7u76lXFbayWCcCwEM/EaLCoHHWsWpbLi8voSwqyhqshspGmkphyNzcHdmua9brms3lNcTI5AHjqFYWu3YoMg8PR4Yp4IMkEQHFFFRRfU0FpBL5qLu7B47dkaQTYwxEh/SncqbGkpMiRcmEIWGyFjJFUcgWqRjIriJby9T1Re18IgVZkJ4+v6LZOCZv6LuR/jgwD3eCISNSXUpb+fw+n/UjTivCXEl778tic5Y1k4UunyL6bOmU6ycvlU+eIUVpXshfyEgvbl4U537XkoiU9TKXXP4MY8pKlFtmGEnpojM4OwxkDSoJNKnnRrsw6JTShDFIv3FdS/YeWfq+rtE0bUNVOam6s4KguLy+oGlrck70Q8/u8MC6amiqihdPr5lS5rlP/Pf/9m0edgescvTdwKfjZ3zw1TegMu32Ke12g6kdT569x2H3wNAfCFaRNOS7HbnvYa2J6yfk1QajhRhBEZFVwHHXobXC1YaUhG1srSVlkVNSca5wZTlHKVKZ23RWURsZ2+jUTBafr4vTOTvf5nCU8xzK3gX8zp87n/9UkpezBwsapcjY2lA1NcqWSi1I/16fiYbkR/ucqTwyr6dyoDFQaUu42OC96Fne3T8wDB3jeOTZi+e43yrFiZ/6qZ/ip37qp37d59R1zfvvv/+Fj/3Kr/wK/+bf/Bv+83/+z/yBP/AHAPiH//Af8if+xJ/g7//9v8+HH374fb+XoRswtcVUkn2TMmGa6A7H4hOTGPsjwY/INIs084euWzKFqlkJBXUU4dPjsePJ00uUFtUH8ZiCWVlBq8zQ93RHGWQ1WoaIZTYgSsDJiWEYGWXtIAUnuWCa/T7BINVTiLlk4wCK5AN58mgrl4GQGWT2wlnpQ0ze09aaykI3enb7I68/u+F4OOD9iHIZZ2GzshglahH9MOCDZwqeECM6JPbHka4fCdNEvd6wWtVURTV+9IF+GFDKyP2kzrJCffZPzUtgmU7PLH41OQnsN44eFTTr9ZaUoZ8itinHIMun09YQYyanSCpS/01d4b1oos2K4irHYlehSMYw+YAdtARLpZi6EbTMlSkt0OM4eiafCFFILzNEslioA7qsvJMPZJ3QtlAvymKxKJbkXAgTGZHSYhkynsc+coFiUJowSZ8xRYFFtBJWV86GaVSLYKkuTe8lnCwrCo/cOPLnFqBcEigev74EFbV4XJ0Wu3x68tmmFvLNXB2x0J7P9jl/tiUolb3NT0tZzATLGIMvNO95IW4agXqUyShMgemFnRdjhihOzk+fbUWRoHhBQcZUsNqsqJsKZ7XMPHq4vlxTNzUhTGgT8MnQ1o7GiYBx5QymdqxWjVwL01Q0GxPH3Z66ami3T9FGxjzazZoQJh6Ou+KmHKUHExQpjKQ4EuPce5K15xx2B0VOxY9XCWQ7W33M9O55pvN09EsVosEavZz+mTBxeuJMllHMSfM7Z/GdK2SGZucTlpfkYnmukvOtlJLZyLamWTWMhWxyEp1999or7+H07XLdWCOVd1ML0SQEgSNDjPT9wDAOi5L7b7T9lvSk/sN/+A+8ePGC6+tr/sgf+SP83b/7d3n69CkAP//zP8/V1dUSoAD+6B/9o2it+YVf+AX+1J/6U5/b3ziOjOO4/Lzb7QB48+lr8rbl8ska21aECMeu4/7la2ztUCozjnsSQmHWCG335ae3RZ5Esb66xjrN7X3H7uHI8XAgxpFpMjzc7ZgV0EqNgNKZ3cOO/e6IxlNXmsvtlj4kwjCxqg39MHG3O+InT04ZZywLvdOVXpMVO/cwTiJ4awzN5RbfjUyHHl0V9CUmoh+Jk2N7eYmPkTc39xg9AStuHjxvPrvlf/zyN0FPWCuY8bbWfP2DBp8npjHigaA1yTmB3YaRm9sdQ38gxYHN5imXF2u0sSRl8ChevrpFG832eouuNdoZjFNoB8VnHayUa4os7Lki+JqSx4fMWKzhazL19pJhmLjdHalqhy1eW9Y5ms2G7uFImCaU6kFZ1m3L7dAzTZFYmrYqB3zcoVxNfVmz33UcbvZ88NXnUvUNE+va0RqLD9IH2+0HYmHCNdouGX4qwUWRSQXKnWIge0Ndmt662NNnxPROhFClChDsFygq+tYWgkyQ+TCtNQ/HjunYC03ZaZwz+NEQoyaQCL1YTSgjGoIxpLKwIWooy318iloL/6pQhM8ZrY9v+1PvZ3lUqaUamn+lz3b/KMid58z6vAJ7B4Ka0aAi+PvBe+9xdb3hyXsbbm52vPrslsPDiLWGr339mqrRuEqTJgNZZKvudyO7/cRB77m8aPndv/uHaOsNzja8fXmH9xMhDawvG6q2Qict0N80sVlfYK3lfh8IGdyUaVqD04r9/iBCzVcb3nvvKdZVfOe7H8tHUppXH3/K2E88/+CrZdbS8uTFU7RRvP3sFVMKjMTS94PIxBR7gld4WjEddRSL+UhdS99Y4ExPJhO9YZYOUVYSvcpUkpClWGzWFeSIU4rG6sXN9pRW5FO+8AXF0uNgdRb85tiUzgJVCSQzUi+ITcRozbMXz1itG1ablo8/vaXv/UmN/vFfLFWw5jyiJiCScHWFMdKTbaKThHwSeHOcPIf9ATsM7+70C7f/24PUT/7kT/Kn//Sf5utf/zrf+ta3+Jt/82/yUz/1U/z8z/88xhhevXrFixcvHr8Ja3ny5AmvXr36wn3+vb/39/jbf/tvf/6BOGHrFm1FXHblLEEbRu0KTOdlKFDLoTNKoYxlvV3jR0+YIt3DW1KGTz+9oZ+O1CvDzcMOc+jQWNLMgoonH5Wh6/HjhLOGpq6o25p+fySEiegUXTfx6tWtyPHnJPliGbrMhaftrJOGp1ZED0prJgU5yKDgeBSbDJMjKtdUqqG2LZqETp5j1xNS4LvfuWX3sCfnXi4mpcQKPcGbXWCaDsSkUM5hrKVta+4eOulHPdzRVPD+swuePr1gvV6LK28WudLBR1yCxlmcBW2SzEGZTFUVTyMlBBRUBm3K4GJm8gmrRI0iKUXIcg60UVRNhXEaZUAnKT9yiFTOYJXD+yhahJXl2GlCUqhOCCMxJ+I4YGyiWgW0MujKEbLMD1W1Q9lMxDN4vww3GzPf21EqN03JgA0pCmHBOKG8xxBIBhSKyinCIIH3NPt/CgyzyGbOmXFMKG3QzjH5QBwnjscd0zCScqRxjnZVSyKQMn03iUmkOi1EqhAGcqlK5kAzs7HkQem9LBVWwd5yeQwkg5cIlJcFUlJ1qfCWgJNSYehJ8JoXxVlKLMczOPBRQVX2m3KppgosqBTrbc3moiZGkRQ77ge224bVquLisiGEkWnoMUoGspVZMQ4d+4eO68uGi8uGGL1AkUnsbbSFOIxCPukTeZJB8KquyQjML4pQMu4Rk8zvVY34xflx4vpqjbaGTz/9rMwDKY6HDmt39IcHbNNgXc16tcYPI7aqUF4CL6qoqSuHwkDW5BRE+TsKMKeVRfwyEyFGjJXe32yEKMdH7m9Rqig6KErOgdFQVY71aoW+68izIMBy3B9XVKdApZaK6LyakcDEggI8Pomn/RTgUVwTtMNqK47C0j+RvvOCOM4BM5/dD6frggQ5aqxxOGuIFUyjx6cs+pzIZTO7Nnw/2//tQeqnf/qnl+9/1+/6Xfzu3/27+eEf/mH+w3/4D/zET/zE/0/7/Bt/42/w1/7aX1t+3u12fOUrXwGVsJWSIGUUtbUYJRnm0EVxMJgtApQMnWmlF8Ze9AP9/p7RB97e3GCs4N7HrpcsOySwYn+Qi2tuVoYUPKREbRzOOVzlAJm7ydkxjoH7+wMpi723zlnMDq0ijgESWOPQtcPUdTFZ1CTDkoH300SKHpM9rc3ESmGVBy1MqX4Y6MaJz169Zeg7YELwJoN1hoxi1yeGTqCmzcUKY0V66M3dgf2uY+g7Nk3Ls+stlxcbqqah6wSWEAw9iyisMRgttFulJUiJgrPMfqCEVovSUm/mjI/Sl7JFoFLYQoU+XFXoopagCnSUQsAZBdoSgxMVisrgKoX1IksTUaJ5OHpMhOQ9qrIoK1W0SMs4dPbE7PHBEwrjSiEis7NMkNa6+EZByGlhVqUQBeJ1Ql5xVnoNYvs+X4EleOSi+lwCRJoy2kLVtPhhYOh7hqEnTGKTbZ2hbiq01kQfmfogekYLhCNV1DJ+UkhaWZ//Xc4T5Ue/Vyd6V4Fg5ufnBU6e7TaUVix29wsdkCVQzQ3z2YfolLyfAuU8YyP/F9FUrTVta2laQzd0jIOYj754vuXismG9dhz2I50fMZUsjylrpikydCObL2/YbKqi0BDJWlTlk4qoqUgZxUQYMlXlaFpbRFETSXBptCoK3TnhGlFMD96z2WxR1uCqSmTBcmYYRtzxyHDcsTIa52qappHREOtQ0cs6QC5yRiLcLPCokENCAm1FcV+qYLk2dLmXU2A5r2JoAYqCQMzNPeQ0OGtp6vpUqb9z6k+sSPX5h88QPTILQeXdavuLriHJX9TiRKxVSUDOYOzlun90JcwzdwWuLvC3CCc7aqdEKkyl4uEn64HRFNj+N95+yyno3/jGN3j27Bnf/OY3+Ymf+Anef/99Xr9+/eg5IQRub2+/Zx+rruvPkS8AXnz4jGa7pW4brDH0owzg9cNAu25Qqw37nQImUCN3Dz2gqZuKTGaYIvcfH5i8Z+h61pua2hnee1EzTZGPPjqKt4xRNJUMqfksfS1yol1XNKsaXdU0TQVErAZrwFlIWexCpKmTxcfGyth8nLwoT4yT2IVYg4mKul5TtSsaVxG8p9vfoZQjZc3Qj2gjBoAff3rPmzc7jg/3pBxFtLHAkV9+7xmrVc1qXfH2rqMffLEjV+wPE2/evqXvOj788JIP37/mG19/D6UrUlYEI1l1jJEvf/WSyhn6aaBKFhcdUUPSAltYq6mcJoWyUBvQ2ZCTJviEs5GmyjR1TW0UrbV4bTCU7K5Ypxy7kd1Dx3tPNtSVRTHPnCicc6xWhvWqFZZc8Ly9uWHygYe7W1aX17QXjps3dzSN5Utffsaw3zEePdknrFLU25Won8dM9AGlwVUn5lKwMouiNHSjIkZoayfB2CRcAyjN1IvO2rmFRJrhL6WLJ5lD64b+eODuZkeKSZKf2tKuBevPHuIYieNQ+noC9TzKmDNgz4c6z4IJ8zjE6SHKj/lzAeydbWbeFQSKOcNPzJISEu0jgkKcCbaVNkOBqea/K4/FkFivai4vt7hG4cPAt3/1NcMQqaqGZq1pVqV/ljU61xjT4n3m9ZvXTJPn4qLh2dMtTeOY+khbSdBXkxAr1m2LjPHKtadUxvsJ51ZF0Vyq7vlQGa1YNxUxRqZpRCtPXcGXv/wBNzd33Ly9RanE6Ae++53v8OFX4YOLC1A17XrF+vISe/tA7ER/kcqRr1dQV6AMWjJilDbiEpAmfFnQVc54L73VnORnlWZrdUUsOpYZJczO0vfROtE2hspqRi39XpXl31k38fF/56g0h414YlCeQtM7QWpW5HkkZ2RwrpIe/TAWaai0VOJLojJDxue7LV9TSoSQeXjouLzc8vzFc+7u7zkeO0ENcoYQaNZrjGl+g4tVtt/yIPXxxx9zc3PDBx98AMAf+kN/iPv7e/7Lf/kv/P7f//sB+Hf/7t+RUuIP/sE/+Jva92rVYo3YMWSEOSfsuYCfJkS6RAzItJHvU5KqSyGzUdMkC5W43Cb85KndqpiZWaF6K1itxFbcJ8XRi0dNVWwyZgUHod1K43PdVvjghVYbl1wDXeAXfUqNyvR8ptKgUyT5SRTajcFVtVQKyrHvIRPpB89h39Edu0JZL/s00vNomlos1ytN5YQan5XG+8A4jeQUqJzm6ZMrLi62VK4iZiOVQhYxzJzFasNoTTZFHbl8Cpn4Oo0YzNRlXTDpTJYbLxuh9xoxk0wxoFRm1VZLY1XBsg9tNcYZbKpIOdMdPbVzOCdZng8RPxkOTUNmpD9OZTg2Mk0TWhWbEDSoCmdiuZ/k/WYldirGKOraSuBKWWaaciqU6JkeDQRFzOI5lskMvShD6wVWWU6hnEcjEFQMoh4RvQzuij6hiIdqo/FBGIspJkyBUk4qBWoZDFFzQ352Vc0sMM/niV6PV4vzGHb+6FIVZfmbs0ni8qQ8n5X8iLCBEnhUKSU5FzIgP6OQxmiatuLqak1KiX7w9N1U7GvEHFTmFj1khbMVORtCCBwOPY2rWG9rESvOmehjIaqU41FyA1vGRHxIy/uKKZJDJhOLq/mpSl5o7gXpUFlzdbGhO/bL9ZtSZL/bMwwDMQYUFmstlxeX2KxwrkLHibxxhFrGClJIRStUnS4ABOo+7w/lAoHN2NssYTYP+Co9Q4ISKIwR1RVjLFp7YgoLnLu0AReo+ezsLoHq7IHzC+DsFC+o31ngWWDBlEhJo2I+7fI8eTrfYfksKiOQb5GwilnkkMRGKeOco2lquuMg62S5Xqz9LRKYPRwOfPOb31x+/va3v80v/dIv8eTJE548ecLf/tt/mz/zZ/4M77//Pt/61rf463/9r/MjP/Ij/PE//scB+J2/83fykz/5k/zlv/yX+cf/+B/jvefnfu7n+Omf/unfFLMPYLtqhfyYZMbCx5GYPUoF7u+P+Cnip4yrFHUjNPMQMqP3NLXj+skKZRRucGQtZnu744j72lPqyvL0qeLYDXgfePFig7WywHwyTuyGxKpuqY0lTFP55yW4VYb3n12wP3aM3tOHScztkKFgiVYVySeR7lcS2LaVYZhGhkNHs7lAG8tqe4kyjkFbdreecRi4e/uasXvAjx115VBZif9NU9GuKtpVQ9NoqirS1IaYFEOEw3Hg7etb1ivL1cWWr//Q16grXW4s0SMMwZNCJIeE7yI6KaqNRfhvWaxMtMEogxDBdXHppFi5Z8QOZURFTa3AaEfWmu7Ygco8f77FT3Gx864rx+ZiTbNqaWqHaRT72wN3r+/56g+/x2pdk1JmGDzDMDFMI1pp7m/2NNMAYWAaJ1JK7HYH6XVUW9bakGJg9KPArkrgQOsczaphtxOihq4qYgoMoycUwdEQLHHK+JC5fFbjWri/vZcFRenToqBVkTBLOOdAa/bHPX7sSGECQBlD7Wqcs5gKjmNkKgFR5yy9UiWZdcolidJKYJaUST4SfeCRceDZejHLF70L6YhJ4vnv8gJ/60TpidoyJZsWeJGysC7qFAAkjBW/o5zBExYfNa0UbV3x5HrDV776lNv9LYdDR995nr2o+fBLGzKRECL7qaN2LZv1lsMgwez+7sAPfeU9vvTBU1CBafKMQyB4sXA3LhNjJvSJ5spRrSq6vivVpGH0Q6nKRRC2rS0pCZzZ9d1SrYZxRCnLh+8/pe96Xr0Sw9OcE7c3Nzx58Zxp6LDVhrqq+dpXvoJ73+NCQE07ggmkNjGFidCNrNctixrEqW1zBq+WCqUEIJUzKUriEeMkkLnVGFOV+08Lvb5pce4NSk+Qp8JWP4s46pSlzFA05Ws+C1DyuU+A3DJTd0aamb/mJKSdaZoQHY9T8q2Xj3NKrBfIcd57uR9STuQIn725wYfAk6dX1LWjrivGfiSWIGWtJALfz/abDlK/+Iu/yI//+I8vP8+9op/92Z/lH/2jf8Qv//Iv80//6T/l/v6eDz/8kD/2x/4Yf+fv/J1HcN0/+2f/jJ/7uZ/jJ37iJ9Ba82f+zJ/hH/yDf/CbfSukLDNEQwj4EDkee1QOGASO8DFzvzvQrBzZ1IQkZnwqKZw1bNYNCZH3R3tSCEyDZ5gSTZu4fqbYjBXBW4IP+CkTorjk5ix02qpy5JRpmwZnFcdhEGO7YWDVONrGonaKYZg4dj3WKYxVVHUlA2+rFb7MgWCgamRAUFcGUznai62wnvYjx92OsT/SH+5EQsaIHEsGsobBZ/zR861vf8R22/DixVbEK61hd7Nn6Ac0kedPn3F9taWuRAl2GCeaFkyxEXGVo20aUKJjNnVeFk6j8NFgUw0qoXQuvQ1BBLRC5lFjJhmpfIZhoKkjFZZY6LrOGqqVuCO/frMDBU1tMEq8dx4OPYfDka7vGUcv8kaIWC8k2qYhhCQeTj4yHnuygZgDt29uubp+wnZT090l6RMSysC2IweB6LpeGtO2UoQU5HlFR1Du5bwMbQfvMVlRNYYUOd3sSoRFjZVK0NQVIUR2dzumoWhCOk1VOzbrLVY78mTwvfSpjBKJpRQVRstCZ40qA9IiXaW0wrUVwUkvJnnB8WWAtgytp8wsiHRKlSkV2hnks8Bzs9RRqYpyktfPw505L/2WuSJZbDSUmHaCjGjklNFK88EHT3jyZEtVGQ4Pnt0+cHnR0ta2LJwWhSLnCFnMLQ/7gXHwPLva8uR6y+WTjbBxk6KuHOSMHwdcC8okkhE7dkWmcZX0TXNm8JEYMlVtiSoBGqtL/ZyNGOcqCFnmz4zNNKuKy8sLjsd9UQKJ9IeOh5s73v9wjWsrVvaCSkv3aHdrCL4jhHsRuVWa4CO6SBwpkECVhWpdnoRCZMykyR2X6lTpDLHMHRYT1hTV/5e8P/m1bd/yu8DPr5jFWmtX55xbvCLei+cIRwSkSFvYyqTraLpBB1oIJCQsTA/J7rln0bElC/4DEPSM6EADIbpYskFyZpqEBNmE/SJefYtT7L3XWrP4FYPGGL+51r73Be9FSpHJled755591l7FXHP+fqP4ju/4Dqia8XedjrhJ59na5+z6G5Z5nRmbp9XPs58bkrfBc0bY0sz3ytmA9awBVJ4+PLE/7PC3e/ssffw6KPplGVzL39uv8qoScH/0Rz/h409ec3t7w8OrV6aXOVMrzPP6K208/H/hpP7SX/pLXy/CXR3/7X/73/7K93j9+vWfuHH3lx0ihRBBksI867oS0MK+gWvMa8J1nqFo37qyWYQYHH0f2JWI88KaOqY+Mrd+HSfsD47aB0ryPD5nU7teVCQUZ+MmIk5UNTlGeDpNpFTIKXNz0xNjYJkqaU46EM0w9a6rdMFz2A8sq8IRBOicJ/gIIWpvx2HH8zFpH9fppPI665kYDIoTEzeNKiSaa+Xdh2dKLRzu9ngfEIHpPFOzUubvbvc83N8So2r9ZWtMbTO2YqezpEBFNKkF6bSrJddMqfnl6IcGUTsLIq14WkolpZWhc4Z9K8Ux4LUYLugMqk5HdTRFgGleWNNKqaomrjOy3PZdh75j7Xv9bqWQlxX6jiqF4/PMzc0NPtgIBxEdx2GkhTzppN91XWkEAqxnRkwy51LvMWNddFR71wWy05lBYpGzD94K5EHHY+TCZOodGjEGuq5jtxtVJqlAXjVb9W38e0X13MRfMh9pzZUeH014NLRMyqJWZ02z1IuTusYhmwo6V7+6cjrYHammtSdFLEivF1HaLQpne98YPaVoL1qRQgie169vubkZ8d4xnQvzufDxm4FhjAbpRqt7GI9RhGlaSWvh7mbPzY2y/1KK2mDdqZMqeSVK0MfiZXHFoKNudH2CFHUclynGTjNUcxoOq4F6wBX6XidEn6cTrfF4nWfOz0eCE12PvTqKGALn9Uw5F+pqi8Np9lGdEDwqMMuVikfVGqcGETZPqpSru1QQAuICUYr1UepbiyErnRGgGuknN2LMNePvgt1eaOJXv/4qQeKyuK+wPlrCLJzPEz54hl2v98neX7Z/tPP/OsTY1OoBStVe0S+/fMs4av/lw90dVQrLzDax4Nc5vtHafSKqweZE6L0wdgpF9dEz3nSkgjJvvNZ8dvuA9zCMgRgzSzpRUsXlSuci3/r2Pd/+3i0+eKCQy8r5VJhOhTlfDILOrwnsDnt2+4GucwTfUQqk44qshXGIvHm1Z7fvGXY73n4ZSHkl9mbUtPGEWhPD4NER5YGu9/R9ZH/3miKBt1+e+PD2kad3Hzh/+BwkawZY1LglSQzDwOuPH3j16g27cc/7Lx+1qBs6vvzyHafjmTQfefPmlt/6re/TxwHvIa0L4kSbLlc1zqmsdD08PIycTzOlVpV8E1RtIWm/kPaNVByF6HV4X2+btTpn83Wgkhn2B272OyiDgd+FGNXQjze9RaIdYVSKahDP3d0tH725J9fK8Tzx+tWBKpFSImEQ8J77h3tSWpinI72/QcSxTAtP7x9xtbB/eMAxUmYoKTHlrHJMQOx6ztNMzpmh18bM+ZwJnUoeRVchFLoxEQfF0DuvkjWuc5yXBanaG+aiMgwfTyvzeSIv2j7gfOXh9o6bmz23twNLqsyrBjAlZ2WimlOU6sCpU0aM9eS8EskmR+h10KMPWg/Ja7oYie19pNlP2gialxaL7bHN/1i2VKMzGaIXtss+QmymlZIFpllh7fv7O9Z5ZegD3/3uPSkLHz5MLFPCi/Cb339D7HV0eMpKy14m1c9cq06f9sBv/tbH3OwCQQr3t69IqXB+OlFIrJKRSb/G7jAQOl1TUmyaQS3gCi4UqqsUWUjljEhPNUHgXARJmTUVnBOG8ch+9HzrW695+/Ydta4qaHya+OwXX/C7/8LvEKMjLQWJgouOm7t7QnDM0zs6k19SMVgND2r1FphlU/ZfsRhEs++qDrWNEvKdgGSKZEULfcCjKjG+g5shklPHB3EbT0GHAmgNscHqL+zhdt++ErAYMWZzYhe0kGuungim/CJM80pxmo1uzby2nL76iRu/VayGaI4q5cLjYwL5jKfHI//Sv/Q79H3H/uaAiNUnf43jG+2kEG0gdF6p0uOoX8c57TN1Hvb7HpGKc9VUnE3rz2l/QrRehqF2Gt04pQqrbpFWbJ1zDH2gVCEljcq8E2IXiV20aFoQ8ZSijay4M6l0BJOsGfrKw32n6b1zdC6oLl1F+ym8jogI3hO8YzpPrEl4enekrAt950h9R/Qd9692TOfMuhQojv1hzyeffMrNzQPdMOK8dt/ntGh7lwgfvbnVaPd2D1Wjs2qRT/CBaAMg+16H5UmtpBxMWUehNR+8FXSN4ms9UUrcqLTREgJbsb/zyhjqhp6yXJp7lDkEYx8sELyMuxjHQd/FQ0mZVnRuUIVH6Lzj9nbH8Vg4nVaqibcisC4rp9PE7u5OMf9+BIPznBeKzRRb10LJlf3e0fWeYYjavOuFnAUXYLfzxCB4p9F7LTYV1jkkOEJQYVBCYJknltmazs1A+RjxUbMs8hU8V2trM+J6zIrVo20dG45a9aq2wYdiyiWbkSh1y05akL1lZG77z5WvulTRL47NssoXkXV7mp5YCJEQA/OUiNErXH0b2e06Qqeq9e/fH4nB08cBZ+s5dpE1LSBC30fmpTKdF2KIGlCOncJia9b1Gz1r7BFZSSnj8Zbla7ReRSE9bWnQC1ZLpWbL/KVpXEI1IVQdj6IGP6cV7zsOB60Teq/KFyllzuczy7wwDoPqTa5s4s8lF9ZUIddtzRs2jHcqgRT8JRsvpvbemsaLaS46RLNWy74KOpgxesucUdZsH31bRi/v2wbpObsz7uo+6fOucA79b6thyeXn6wGW7T3bOiqlKp3TyFBfN71fjXzci9NrTFQRRyp5K3fkorJXPrhtNNCvOr7ZTqqqg/KAC9Ddj7awMjEWggh3tyO5aG1hWdEGvJQhVqUX7zpEPN3QcTqemKaV/d2I85BW1WPrxsLYQ0qVx8eEjikT4tATB92gAcywF1I9I7zl8ThxmjvIPUPn+e53Rs5njZpv+45phfMsRKdj1DNahPbO8YuffcbxtPD+3TOHu1se7vYEHhiGyHd+4yO++PyJxw8nhtrx0es3/N6f/V0SHcUF7j+C4+Mjv/jxj3FOYcl/4fd+g91hYNj1OjqjCDVpPaGLnW4IB76HVBZSyYiLpNVz/JDU2QyRYRzpukEL2UUZXp01JeacTWRTDbkT2EUdHT/uD0x5AjO2a16ppXKz67TukzOeTPCR+/sbpmXleJ5JaVWUwcR7qRWKzn761qe3/Fwyp9NMmharAQSmaWFdE6/evGYII8P+nrScKGnSqHfJPJ/mja33cR/oOgeuIkXP6zQLhxvHq4cOkYRUGPuOec7MyZhd3tH1QIhI6Jmfj0yn81Uvksd1EUKnc4scCApXSRWKa4bikhFdUpiLwxAEskWdHpOIsiboCjXl7XftFZejUQXd1361Gb/GrvSX2VNBVOJK2y30OV0/0PeR58eJ4CJ9P/D6zYGb2x5C5el04sc/+ZyP39xz2A/ktdB1OoG5JGXe3twOPD1PfPHZmdvdjpvDwM1hh5TKdJrZj/fEzpP3cDwmlmUlHHpicPgoNo/L2cgOp8FVEbIRkGoWXO3VUQHZZ5OicrRB1ut5ot9H9nc7druBeV7JS1byTak8Pz3a7LFIWleb+JyZp4njKVHyQi2JdVa0oFRnbNrAw12n9Sa7Ny1YqzZafkuLkrEQgzaTO1fwXSbIgCMyDpExRa3TIhdH4VybkaJ7qUGPX4UB2x1uquWwQXItk/oqJOgcquG3OZmLQ9sWS4MXv/I5zhq6t9cGdbjQ6oaJt+/eM/QdQxcZhvBLHN0vP77ZTooKLqqSsGhvkrVt40iIq9wdIikLawrEECi5ME8TJXik91SXNbMZHH311NApLVgECuyGwH4MjMOOeSnM0zPRZzKKG4cYCF1HMI7s7f2OlO4osuJdD9WznjK7g2e/96Squp+u93ROGD10oxo8NTaOXCD2gS5HXPQs85m0TqQqVMl8+dkXLFMihsoPfvBdbu/uVCcvraQi+BigLOzHwAdgNUajX5T8sKX7bTSA9UaoirXHSVRlC8kE57m56xAqaa2MnaEHTcU6Z+Racd/o/a1J1YcWGCSjemsEXEuhFM1GW4SrWm0e5zWomKaZoVO18VJVraKLsBQlF8SuZxh7xn3PNM0XEWDxCIF3b9+z3tzwrU8/RoWtAlIS3jluDyNDnxDRVoK+C7x+uFVdsXVl+vKMt8bPkjQi9LuRIgthreA9sQvcPxw4ToXn45m8nClpptbKuOsZdh1Dv2c3HHh194ovv3zP83LSJlWpF1ICmKG5mhbtHLE5oqvL67w25AqapTnnqF2k5mykimaErE7RtPWkwUMWm78Iyv1myJxTJ9hGzzedxBYZt5pDSivPTx843ERi9Pz0RwuPHxY8nvu7A/f3e+7uBtZUePduJic1YqfnyvmYmE8Lv/HpK24OSqhKWQeIHqcPyiIMkRgc2Wt7QK7A6vBhxYdio8h1jEuRSnWavXjvGIZA9J1eGzHliqIqDwJMOSFpxaeV2AW6Xp0RqDr5D//ZH3F7+5b7u3tVIgmefdexrgs5aR9QLagSfqfOfegjfQy2jlWx5SJ7V3VfOB17r1JcTaOyXk2S90osqdrA3PelLQyNYby/3FsM0m31ItgYdm3RbBm65VxtpEfTiniRwTdo0IaXtvnJ1+Wry2J0ans3boJs/3VoHXAjonoIXWQYdY9F73SUT9a61a9zfKOdlBYf7SsYKyl4VSUWg5O0BtS8fCC5ynRMW2e0CwLOhtf1nij+qgHP0UVP1zn6fqSWZONAvMqIeG9TdT3ejP44doQ4kusNJQdqAik6GK3rArGzaMo7XESlg3qFHHNWQ1KrjvvoB+jHgZoSNSd81JrNfJ4Vmoue+4db9rsdOWfSsrDmTOg6pCS66LbBkPOSttEBfaczrHCYUGxQKEq2ZYYqG2vxOYyRlC707EZ1FRORbXWMttg32qs1yLbneR83OEHHgjtTDgdVW3Bcmgu1sBp3kdgFci103iuBwHtVYaLS9ZFh17GsC1n0cxxAdZxOEyHETdJIs4+ED55diDjPpkqvkG5PyplQ9PmCp9Zg9T+3jbqwoUE4PLEbkNOZZZ4vUlyiUfLQ99tE5s7uXUnF4KAKcjWOGxR6Darasc10oo2iuZgbtSdiDkX15hChpmx1EHdxUldGqSklbNG8/RHLmlpkfq0vEaN9V+/pYiDGQN+pWoJUpaHPS2Z9XFiWojWHfa9Q2tAzrxPns/awIdprtsxat9nvO/YHk8oRJfAs60SUjr4bNSD3QcegWPOw7vl6BVVVheaNpKC1Ir8p0ktSeLAU7TeqoqLM4lbwqh3ng78ECVQ+fHiklMxuHDbViDEE2x+eBsF2vcJWMXqGLqiSe3MSBoVXaSQb03t0m1aRfQ+2bKiK9SmVqooN23w8Iw29SLbdlfq8bH++MpBjWznilAKvwi8OuSLUOLuM2xZu29CecFXd/CW5z3Vq/mJRbWCAN63SGLWUIaVu5YJf5/hGO6mUss5zCRrN1JrxITD0npKCGsGoi2/1hbvDSBm0ZhGCKjPvdoMqPviOdX2CspKSA+fxfc9u7BiHyHlSOvXT8UQWIXQ9XR9146KyRvjAbtcR15G03LG6TOkq3ceOfqgUX9jtd5TsmY7WfBgKw6g9MvNig95wvPnkHqHj9SffoyRVp6DrqTkxPb1lCIEYPB/eLzw9JbrxmeW8UHKh3+2ASq0L9w8H9ruen/zRO2JUNuFv/9nvcrjfs6aEiGOeM9Fpo20XqhqCktUReOgGpdqqjys4qUagyBppO4MUsqOs6sxcKdop3+lWkVoZdwNthLe30fB9r/0h0oP3PaU61tNE9PDqZmR/E8FVHp8+cNjtuetuuLk7UIrw/sMjt4eePt7inOM8zRyfHzWDdY7zfEZc5YsvOu5e3bB/uKEcVfB3v7/lD3/6Cz48nXj/9klNc4Ccq9asiud89jw/WdMnzjThqrIbc2XxnhIijx+eef/ug5EeIDghuIp3hXV94nRa+OyLxPvHZ07TpFOeq2izkhmoUiv3Dzt+8IOPefd+4nRaeXz/bA5WNp9yqTo4ZM1KXx47vHP040Af1bjFqM65WHYZQmC/H2lGJEYdY1Jr2oaFzmtmXTOnZ9WFdM7xm9//PkMX6aKnH7X++vHDvTrUGPn55+959/4d03nh449u+J3f+S6vXnV0MXN8fOJ8zsyzslrnOfOjf/YZh9uOhzc9tw89+7GnrpUSCtVnlmllnVcmORL6Hf3YcTxqRr/bjcCqbFNZcF6b1W9vI+MIy3lSJ+CEZVU4epkW1lVrIsdTYlkrz8eVsXtkN/SsBh/rMERlue733+b1mzf87r/4fyGVQq6FsQ+keUaCsDy/p0yV4RAUEs3aS6ROVEeV5DwpKoDTGpYTcBnvPGJ+znnAW40tC3ktBFcJrlJ7j5RM36sOZM35ku3aGtic1favqz8tU756rvozecGr0L+tHgkWWGog5nnxVlfvt6VuL+DA1hwuzoMpuTupFswH+hiUDY3Dx0gs/xxkUtehgBbd21A3NIo00TPnNdoJQY3NMCjjKAZl1VVUmw+Ufm1Xdyu2ehfoIsQQ8QScq4hXaMH7lq0ocaIRM5wrdL0QUXUB7zVKjR7V8BucjQExdXXniDEoEzFg87B0lEXsVSNvTTbYrwrjfmA39Hzx7tnOV+nwXdfjYjAdro6h8+QcyVkL+j54TmeNIPuhI0b93Fp0k5asKgwIOnwNlIUWPSDm0E2PqxSKJBvQB5LtsazjRVoU5b1qJnprBNWFralsTkm19ZxGsSKqAB1jIIw9MSrBA1/NqLfrpb0vIUDXw24XgZ51ipSqHf2+c+SceT4dGQ4DwzioMvsy8/h85v37DzwfT0jOhsdjKgcgzlOyo2S/ZSR2lzWKL4ILgWJjB0pa2fpKnMJX06QK99N5YT4vTHPSUSCtQM1FONZ7rR3e3e84T4VlLhtJQKQRkbmo2cjFRElyW69OrQqdllptICZm3JRdpyKpflt3tVaNcrug4sKlbk4ZQWHZ4LT3raibrDXjXMDbFOaSi2Ww6vxycsaPGYhdZLfveP/+xOm0kFKl6z339wMOHSOTV1OKQeE27xxdiJb9CV0P0TuGMVqDqVddxqx149O0sqyZ8/NELTZHbkVrpilbs7WQE0jVcRS7sed2N1JDUKX840Ibs5Fya3swO2J1W7pK342szpNrIegyV8KGt2GloaLy9dBEfkXKVjPaqkuiih7VFDUc4EIwwke2VKYQgycVWytXWcpm/7b1cLGHL/MTt33eFul8/UkXNMSybGcPXvqSLTtq73rtuYzG6NoQVH9FwhEjgwUPSrZUNMqzNfP/quMb7qT0gjSF8RDixvfHYItq2cDQOxNvhcOu10bUoP1QpVbSMuM8DOOg4paiEbWuU884eJah0MURFxaqFcaD9yqMapRyXS0Z52bGXVA9uOOqRhplDQZfiXcdy1yZZ3BofWIYAjEKIQjneWbJjvPkuL2/YzwcOH/+nnWeqSmzGwYe7u/4yc++oEolxh13r27Z7fcs60wXCvshIE4XwzgGjSiXxLv3Rx4/nPnub3xM3zn2Y8dprtrhv1btChcYBpV9sf1FiND1UWHTtZByItWVTori8FmMXp1oRdzgTKHCe4ILWgSWxoDKLHMhRKeMSlHDHGwqrx87KjrdV3U9K+IVKpKqGUsNleort7daXF9PI+dzYl4yffTkvPL2/Qf2hwNjPzLNlafnZ37605+wLImc69VsLIVCHLqZ1E5ryCugRB0Bp+wFXAzMwZpz06LfyZzOsmbmJSM100oFYegJXbfNy8K5DVYJXmWFXr2+4fExcTom2jRakebyuQSxOKpUXAFK0WAgeFYEXx3Ogi7ACvPqYEOIJiCqQ2iqZLo+EGNnortGezfa9HSeSasnBkepOn5hmiaci4SoI8JV6d8af0VRB+8cu8M9Y1cZDoWf/vQDT48TFdgfej7+9ICUzJKUlt5GT5aciSGwG3qNyinsD9DFwG7sSWsgp8JxfSSnRJoXHp8T53Pm8XEmrZl1Ubp5sUR16HsO406hyui5fYjc3+x5uDvgupHn08JPfvZk965wnidO05l5XTHCqqqCx55h2PMknjlZTQmDgqXY5S6EALFz+E4D1rKWbR1dDymsoDUpr8FjVMFPkxQTPJW+C6y5BUcX4E24clRYFtPU1uHF7wWzkdc+wWSMrlIs/cs3r1cvyhSb1/pKJkVTRmnyaAbFtyAH/ewQgorLBsFFURGCRr/8NY5vtJOKnUbnWF2huGKOyG2RMVWjMBedNeHC7iaamrKOyXRUCC1GD4qbSiUXVR3PVE7PZ07njPMR7wpGgn0ZUWAPeI38g4/44Njvd5Si2L1DM75h7BmGnhA6hEypieDdpvE5DiqhtMyF9fjEejzz5Wefs84L6zQxn4/sx543H99uVPjT6ZHH9+9AKvu9Z/dRb6PnPXe3O4qN3s5JHfDxdGKZF05PE4dXe7pdYC0BVwtOiuLYXrv2scbhcdwhDLx/TqRiHfRGkS5kGjnayl9ahwtORxjIQqWA15kyOWVu7w/ap1Md59NErcLN7Y6cK2ktEDM+CIf9gaHrVErFGEvOaOHejcSDp/OJ8zGRy5lSFu3eF0GCarNJrayp8HyaeT7NKh7cis9VbEPbHt36DCtgUbVJ2yDg+h6HJ60LOSUd5wBfi1QdwUpBekEqL6PTBtX0fa/RukTWpOLHaiD/uEqA1TXMIGiGUVTdoNmZq8jboSMTjMinn27GaV1Wxl1PcY68FtZl1e/q4MPjmX7sOdwdeH5/pqSkjDcfiHFQ4dBauLs7kErhxz/5TKW1qmbVh5s9t/cHgus47G/oYs9hd0NgR0nKzN3td8zrSlkzXejwOJZlIYsSI87zSQUc6pMyQUtlWmbL2gvZ+o9K8cROJcHGXdig/v1+x/3dDWlNSvYhE11lnSYO48jQB0McArWie2xZ8AguWA06eER0KGLsAiFeqb2IY2uTcELNQsoVt+g19JbdqnT/5b61w1eQovcwBG3ebtSFoYNpUdFm/EV38UJaeGF87I+1Ltg6bCpKuoSv4KerFdhsptfmL32plSob7Pfic7b6NaY43T76ooqh5DO1neu8MM9H9ruRh4c7dofd5sh+1fGNdlIh+Au82or57eKZgxITfAweE3rVvqRWjGyhhDdap90yFSO1jSpoUbfUeokULBJ+mUNzYWd6FN+18dHazHeBAEAXRoiBkrOm815oopfBQwxaI0pp1ahxmVmXhWmacTVTc+Q7P3igHzrERU7HibRo52MKgXVWqCTEaFRgTxcruRNyrpxPqksoSehvOzobu+G8V0ke1XfBuWjXxhFCR5XIatfj8oXFMH0xI3m57s5bkbhmoF5lKXoPQZlQJWttQGskphZh1yr4uI0brxaU4DBRBc/QdUj1jOPIMifWNanhttuzLIuyq7xOi81Z6IKx1bbztybJq8cM4DLvdTWHyWCRkvOL87nezBf4xFiVL6JR9+L5MTQ4VI1VqQrwfM0UXb2HGGqwER3EbdDrhibYGlZjdVnvl/qGBiKlVuLYU2rZ+uLAsa4ZfKAvMC2JtKwmFFwJplbinGPYaaP2NC2sKany+KzyNzF2CpmZioT3HVIDOasCg486lXdNmc4pKaPWTKqOXITn86IqMGXZyAipwaa1rTeVn+piYOwih9ugora1sj/suX/YM59nlTdLpohfsvZYBhVBVhKQo+Sy9ed51zIDFDmJUR2Xw8gvphRh19WZLarVlPy5IDiuna+wjV9xIpZRXa0M7zZFlxicsUA9bmvefZlVN7tzybCucT9pW1IBQ7kAh+0NtERhkLEJHstlAasT/iVHc5ibE3Ry9a5mF0RIayLnTCkraa103UDsOsKflsDs/5mOLSYQ3c6Si85kCqosIU4L4Srkae7EUlnvhdhBsqIpeGUgIRQwqMo1X8Pd7T2OhXfvPphb8nzNggjk1VEsskhZB7EF3+G8UjB1JpVjWlrkXQhO6zDS9L6cb9Jf3BwCyxnWKnzyyQPH08z5tPLqzR2ffnyjI+K7gISeTz+5IT/0nM8wnSf+2R98wbgfGHc93/nua9QQ61iAGDzf/e4blrVyPhV+/pPPQITvfef7BO+o3oOc8VRi1Jk5JTtqjaTsOT5PrGuyq2Xm1OocLYvyoeK6TGKi1kzPAR8CNzd7PArbRF83IcvD7aAqGouqh3dRXVQplfN5ofYRXyslaX4TOphOmem88tFHe7rDCJ8MBK8TDj+8f0YEBt9zPi6cz5lXb27pOs9uP26EFN+CDcelT4QtTqTN/hERTRHF4bsI3pPPs9Uz/5g1ehXHaNR5FYFygWX6vrfaoFK+dSgeX3N823uCye5cR8bKxtwMRINqzepIgyrtk5thykkzkjd3N1Rfmd2izq5qza9mx/R8xvlAP+5UbT4l1mlmv98zjCMPr1+rwHAVTtNEqYXg2diwmiUmjsvK8ZgYhorkbIiF1qumaaVsWVFRRfsqdFGVwe9eHdjtPH3vudnfqAZkF7bZULELJshbyVYrhUCI3u71Qi2ZaiM0QgfeZbwXhrGnSEFyJiWVzVqWhaF3dF20pnXHfr+3aQiZ6BZ00qxoRu/VhohDocrqjIKe8ThtgbEJ0brHrbZJUqcvnpxhXhzD0CN4uujZJs1Lw+yupV3NKb5cIZdF89WgaVt18uKXsv1tjEILgNpSaq9vIdD1snTVsver3q2G5DmnLQIUSCcVbBZUFqnv/5QEZv/PdGjjK7QIQgxHTUnZTLoJ9blq9JVgqzL5ZkyVy7xFyBqdqeHV9/cE5zjOE/O8sqYVFd6E64i0HbHrkNxRpUend7aO7dZlbVGZ1I0R7C8WxFhAVQuqosZ+HHUz3sYH9ruZ+Wnm9rZn2Dkr8CpzpjidlDuOVeneskfwVHG8f3siBAhR6GJH9EZrRedfDYNCoI+PH2xqrTDuBRfB2Zys3npCdIzGTM4rzimjrYrKvojBGd4HU6hwVBS68sxE34HouAzE6QBJlOpcnSkFJMHFiI8d86oZQvSF6LQb30WvU3pLIYTIbqdMM+8Dh5vI6TwwTQPTMJFzUZjXUIx1WSil0o8DS1Fl7usN6eQrUa3dV7X5bjP+utNEFePbcCULYjfK94vDXa0Vg+muHlJ6LhuBoBFparUqRrUmYLl8znZ+7uLPttxrc4xue/42DmT7ji+/ZV5WnPPsDjubGKB0+VoKaVnojQkrqndFyYX9Yc/h5oau62iViL5kcnY6L81qu8u8kNZESonn5zNVKuM44kT0ntRK6IIRjGykStQ9Exz0feRwN5jT0H654IUuKnxaixJ88Fr3kNyMql6zkqoFqY7V2JUisLuz3WnjPZqOXy2arXWd0FTmndkcxFOL12bsqqQXnVRrrM2Wp7SsCTXuOV8r2RtqEq7WW9C1rnZIC2ret6DPaUN7e/uW6jTGxBXz74VFclwYeFx+2Z63re+r57QljlzR3Ld6e8uTLmtcMzS2zSOgCiuOTSWlZW7eK5kJoDWk/6rjG+2kQtAFogbdaY9BTrgi+H6wSZlgQb6yzATWnJVlEkyEEiNQmNBora125InWJ3E8PvN8XJnXlSpBRWCvblpzMl3fg+vJedweb4VrHZmsTw0kxbxda/iTq3qBIFWZPt5Bv+vo4sjN7beZzjPldORwL/Q7mJeFrnqVhJIIogruw67ncPvA81NimhK/+Pkjw+C4uel4uA+ETmENBGIUbm52rOvKF599QecDQ9fRDwOu0yr61rgcAzJXjs8n0jrjXOs500bFllX5EMzQOLIpmHsKro7U2mmmG2CdV0Lw9F1P9dYAWSthiHT7A+mDUEpg7ITOJhc7H/BFmJZC3/XEnRX+Q6AfA+fzjmVZmOezybGojloQxzzN4B3Dbsc6rwhJo8pmuFvNadO+s6NBHs6BifZKtWzgKrpsEMulgG1wiuNFHQLYxic61El578hWNHfOE/u49ZLUnJF6tcG3N4cWWbc5QxcHJtfh8/aLBsu4zbEqVXo5L3R9x/72hgqUOkNWxl1OM8NuoAuRlOs22uH27paHVw/UbH1uztHXDufgtGg2U6RyfH4mrYlSKh/eL3z48MjH3/4Ngvesx5lh3zPseoIIXXDcHgKHm5FhpxmY9zo4MgYNLNOqV8+7siEf26RhXxS+L8qmk6LMRu9VxHheKnnVPw8f63j0aKxV3bJqC9YlMY7K8K1SbdSO1+AzBzLOmKgeMZVbncKrGermpJyeW6nZVNOBEk0IQAWnMQKFxiKNhFWslKnliNrEIzaKp91Tkc0JbFmWA3GXdbjZqK+thvYrY+NyvVbdtp6dvf6SwdXL8rt+J4MLfTQykjeGL5cgKueM87pnf53jG+2kdIuXLXqsFn04HCmvZk9UPFRs8KBGohmtCmq25VE1503urOpG9k6YlxNFYHcQxHnmueOpqA6XNqle8lrnHOMQ8S6yNaYKVFGFVieFLrSIxFPJJkiphU5H1IK9N806dLoofkWkUsozPhQePjoQu4z3leIT3okNdtPFta6LXZfCMAS6GNkN9+RcWJfEz3/xjPcnPv7ogX7wdIM3VhW8+fheldGT8PnnC7FzfPLJ7jIuPkQqK6fjI2mdNdKu0QK6CzagAYSKgZa6UiWzSiLLTptu8w6pAedVcaAkIfQ6S2ldiw6BdDoiHGCtE4IqUaz5jA5T8+x2A7txR62qTFDqxO1tRwj3fPbFF6xWM/JWg0yrShp1vVctvjhQy7JlI2Ib82uEGNDvFgK+i5SSjSzxdcjklx2NXbe9+eZlFB4JQTOrWmBNK8tyZp4Wy0pt9IT1mQiyQdnKkqr2+dc1ts2+XNkmaZgDFwPktlrHNOmMr37MOKk6vPP2Rsk3fc/z4xOn41GJRVWIXce7z7/k9PRIjOB9hwuDNtP6wJvXb1hSYl5XXj08kFLiR3/0Y/JaqbnQBcfNzcjDt7/LMFT6rpJmRTE6X+mGQozVaOTa9uCqyksVG3pYnaeUK108Y6WosgP4qM3AuSwIQipwXhaKCSWvacGFQOiqjasw/1B1irMUY0FmMQaxUxHiIbAcdV+6GG39CDSFKudxTgVtU9Gx8ng2vfoYi0oHhTY/TAdmin0XL+o8Rx+IoSi9WxTFuR6Qea3h+HIF2s8erjOuy1ow59aypKuXtFxpW66N4nj1hJd5VEu2BEdFZ6w1W+zVRghI1vf0DubTpIv91zi+2U7KLkq7QBearqdU7X1xvrSnGgGndXo7MAFIfYL+5eTSOAkYFb0SI3Sd9ltp9HZN1LDXOsWdawxkmw2jn+3QedwWVWvcZX0SskE4TSBUMz9dVMFDFZtSWhUa64bObNxVj1HDN5w3CfyMd5nglXQQQse6OHKqzItOs53nBUEnAGv2qDOy1iRA4bToZOHzOTGMnsE7qmg2mJbZBCJlSyibAVRb7nBeSEV7TkrNdLHifbFx2dWCBG+MwGJwz+UaIYXgL6oUItouUAwiHLrBFEECeVWNMBFV5fZ+3GCa7T7VaiM/1Mh6H/AxUsoKtn6cbCRhWw8XbyUWOeN0E4qxRV8syausalsaL0LWy4/X66wN5qvVEIFq7FN7jTiv9Hjr9asGAWlTcDMTzTC0D3qB6W0QzvagBVLNZ1aDuhximV3k5vYGHztc7Dk+P2sNDxsh4TzzpPqKu50ndkLvOtP4G7i/u2NJiW5Z2I0dy7IQu6iyULUarOe4uR0ZukQMicWgroDO2HJGThdUTqfibeZky0GVSFGRzeg5bP+I9ko2hY9iY+8dKjTsg+4tJ1p7u55lKaJlgba/q+jacK5lCMoWrqLXvSmeU6wm47SVxNn5OWTLdOvVUEQVyW2MZL2vzlkALGKOrkG1V5kSRq64xIVXbuPlrZcWgV0esCdeLcbrzL9BiL807Pr6Yy+hP9nmkalAt1yEkbdr60hr3jQOf9XxjXZSTcClVmWaVVqG1LZrBWa0gdHkcURZaI0s4YJpoQnqtFwxGrgHIl3QIWnNkFUpVCeIV3m6C9Vf6aex66hV1cpzLRRRA9wIBbqhqqbugCbYKrZYS9aMDE/J+n5ET86ZnCvDWBCJUHeqeiDZitOZWp5x/obQj8wLOCk4lyBUnM/44NkfAoebG55PjmVJvH33CKjhe7jvGcfIruvpu0jdDQxDZJpn/uCffcbr169589FA7SunKXM6Hak1qwBmwyFEm0PxjtvbjtjBl2+fmSdHLYGPP/oER6TmJuhaOE2J6BKjT/RdJfSRrhdwKzkJwUU6L0xV+710No8Qome/32nNqySrJSZqfmZ3uOe23zHudkxzYZ51fhNO8EOwjCrhu8AQHWk5bzZdm1y18OsMUweDbwwG0QbaTCkvI8E/dstdBUDXBkUhOq1zhBDxoQObikprHRYBV9GpBm4TJQ0x0hlrLli2UKUgOeFqq5mq0fDWx+I9BiU5aNOUzek5oFRv8688t7d7+r7j9ae/Sc7C49PE/as7hjGQ16z9SLOqSfjg6Xd3PNzc8+1PP+bVw8fsxh13t3sqjizw0x//hMfyyOtXr5jmiXmZSWlhmRyldKx1obCw6hgupXgnHQi5wfbYfiuOit+EY8UZQaFkhYtzY6qBkNRJESwzEl7deGXohUgIWjPrYlRGo92gWoVpmUxoWbR2SWAwseAMzAZx+yRbcEWqNvFY1W5cQHvIvJK3NAhwlNrcR6WLHR4dopizKq7XspitmqmlU+mrRll+aQQv1nCrOcovWYu/3FE1dt42QqRUg3/Nfn7tjdTBuj9msbcgX9YMziM+EveR2Adk9EiBugjTsjCnfw4UJ8Swe2XyXTcwNixWo9JgkU8Vw46dV6dQm8inu7h5fWfs1fq3pdjeeyVkuMZK0kmuYEGpRVqCdruLNBKxpsst6gIh5UuzpqbE6LnJVT4iWpwWc4Alr1s2Uas2iuIEKZWyQN/vrDbTK5SxLoRYVV+s029EVbotPfQPIxVPFc80nZinhbQ4+n5gGAbGscMHx+3dgWEccXTM55XpNFPyCpSNitsKzo04HYJCMm+/mHEM2mhNr/fKr5aVdNzd3ZtzmVlrRIq/aJZpCIJ1lmrwENWphxAsw1JiSKO/O6LqGNYzy7KQcuIS5mLFSb1h3jnEe2Lfq+xMVYHfC2z5IjbFBYVtVXusbpHoC5PQMDYaaUcuBlMusMsFbuOyxlDCwH7sebjd8+2PRkyKEm3k1OylRfKNX6/zz1QrOy1Z60PWryKNCeIMdbD6rRg87YNDDLouVZu3Yxc2ZyhSSSkzHY9M5zPLPG2QFAjd0BGsT28cR+5v7+mjyjRlG1ZZsewhePb7vWbW54nzNOOpLOcB12VC1KkGVXTabrv+OmI9EPverrb2YFVai05nBXkLllyrU1t+aeQNRFsIWjbt5EKU2OpIrr1OtqB2M/AteK1NmcRvpqPR4S/ZQkFc3Xop2/tr8KuwswRN3dZlvRqeKcpQbsK6mU2sQKNct2X9L5zO9oN87eeXhHP7Qa7o8HL9PPOk1yr816bxxRq/+svWurRhnfaiKgURXVc3h1ETiLUyHiLO/XPgpKoI2JwjpFpkqxe5iEZdDZJ1rt1gXWgixTr29Qa6DRZyBjFYClttfZqT0vkz2kOh3P8WTV8wFRFYUyW2RmGaRE3VMeFSSXnVhSxVu9lNsUJwGxSpET+08Qw56cC4UnW4mkjGxuWQS6bvi7KewkjNFR1lVQmiUKUiIkJ0nth79q8eKNWzZs9P//DIMs3Mc+buptJ5z+7uln7sWOstfdgTfM/ptHA6nclZ9Q+db7U5i/EMugzekdfKuw8Lh0PHfu9xvsf7BHFGDW7g9avXLGvi8XhilkoucNN1uoBdRWRRhyxV2YlBVTRCUMMlEsxJ6YXwviOtmaUsnKeJdV21R6nB6q24bvCOc47Y9xQcecnWhuAs4r1sYOz+KwyUNxZju/UX0/BLQswXcN+WQ23ADTTnrvqAh91IcJ4/85t3dFGz/VrDds3EHFJJZesDdCayOh21WbuuSQvnTqxMIiAJsT1QnTrPEIISGnJRQWTRjNWbikrKmWWeOD0/cjo+s64zwUVao0+/6+nHnq7v2O123N3cbcMI17U2LVYKFRc9N/sDx9NZhyCmCUpmOu6I+0rvK0RFFOY0qQyT6Nyqvu/phoCIQtUK+epNCl6dapLWb+h1Dpp911KV+ux9h4aeNnus2GRf2Jror9OEatJSbS14czJKEoLWxecsA8eEjBtDuBEXdEaZN0RHf7/Ol+kBtSZCcOwPO5w3lqLTiQFZbJqwN+fqnTpILsvvanFdLbhflku9JPQg/JJ1bPvjSg1C2ofVl+/91eDsGiJvmVgrwzgct3cjwakE3e4wvtwX/wfHN9tJXY1KweThW52qXWvl5VfwxTZoC3Uww9oiElUqV1xYnyO1kmuh1kIOINXRh4CrqmZ9Pk8c9vurMzLl46L1iuq1/0HJBZoBibcbVzst+OZEf+hw3rPOxcYKmNoAEKNG0VId85IJsWO3u+X56cg0rfgbZZota2GfC7537MZbPEHn48gMuZLLuvWsiCxIrcwncLEnxoFXbzrWtbCUzNNy5ukXM6+XytB37KzGELqeP/yn73j37j3iF0ALr6W4hvYpVBAcxEx0kfu7W5yP4Bx3t3eEqBF7LTu8Hzns93o+JfGzL9+SS+KTN6/wIegcpuxxjPSH2w3+Cr0WuVdp9SX7XFcJMXM+zjwdM/MM66rD5DQoEdPp87iQ8CmatJVDgkJgl5qS5dFS9fmieVoVUdko34rCLzfspRFYD49mLlv8xMVFtZ+qCEuqnJZE9zyzLIWcKm8/fw8OMs7GQ7QeIiGVar0/2nwrqE5fKVj/jUrxiHMQzLmuyeyCQ4Js59fet+X9rTjvvKMfP9D3Aze3N3zve9+mi5Ef/finnE5njo9HyAVfChGYzid+/Iufbsrh/dAxdANDPyo2ngvzMrFME8v5rHCdFD4cz8S+Y/CB05yYlpUPHz7Qh44uRg7DvRruasxHAV/sXsWqklRFWxcU9mJToXA16D5LQqraf+eC6USS2e97Y+JlmnJ8c04b5dvuobTMjGpN002UthESWoV8MwdIFTIqjVWr3+rUOnyzIKvKUolXpm7wCssWa5Tc7UaGJHRnWMXO64Vxv3ZM18dXHNX1stw83KUGLtbfZbilPaVlbVjT/FXdv/3+K87QLKdR0rVv7vg8MZ0XDruem5sdD69vgUpK/xxM5q1VKeObYdiCAIOeqt5s58AXcBgv32ontV6gukbG09+3v9RR1SYQiWrQ6WdrH0W26ZIXZ2nJRNUZN+owGzmifS5AUxdQ47fhwkaDpzYIUSNCccpsc74yxA7wlILCAc3ptmwtRDXyFo2pk9SUUAeZFhtfsFo3fE/Xe8CG04kOM0yr1uF6FwlRWUnTeWaaZjZsvG3e64zDqVaid56aI9kIIg5PDIEQb5Ha45xqwTnU6R+fJ5Z1YT/uCH2H73qo2rHf+7hdXBdVGaI2CN4gH6g4XzTaBPr9HeIWnfWlM7xNLUDZdK3RW7wap0bvcgariWvj5i6ZT6PVOOf1dRtU0pzOZf1cP6Qb/4LPSMvu7e9lzfhpxfuJaV4oKfPhKSNAFjbh31KqDpzMYqNBqomqGhelxcLFFpDzSLAm13XdFnsb1eBs7TYDfH3i2lOU2O8rN4cD49Dr+BGr3zSHJlXp5+tqzmUYCDFqc2xV5GJdVlJKdpk1Y6xVa8NrLqzZs2ZHLtXaNDTVVZacnlNthVyxRlkUeq2pjZK37++cKVOAF9kIU9UgSgzN0Iz0sneaCXm5ob9q/i8OfMsotkDl6rh6kUgjYFak6nqPRtIwZTZCgeyqqSazOaMYnVWtrxl2sn2EXH/e15KnK5TIXT/t5RO3uErTxZZSXn2cXGzYL3n95bt/PTUSQacmV+F8WnQ216owdlMA+lXHN9pJpbKSswqeghrHXKth0+rE1mWldFqP6nuNmnSTZ0pJdk9UMVy2DMrujtNMS5zJ8XnoBpWRqRXm6cy63Gzno5GHp1aNnGtRfbnWJxMCLIts6r/eqVZX1nlr1NyMqQHRthkzSsCgnsB7HsaAj+qApmehi55xPyBSWdNMjDtLtatBEoF1ySry2kXD5yvFzQQ6vIt4iQRXeLUrxLuOGAfef1g5nlaOX8KrV4GH+4GnpzOn04yBT3qZmu6d1/HZXYRvv9mTa+Cns5ByYU0Lp+OEd3fc3X+ikKpDax7rzHz6wPvPPuN0PtP7mf3hwP7mhtAPiFdlc++DzoeKA+IDxF6drPOmqWfMsJvMrk/89v/1E9ZlJU9nSlaYaH+7J3roJPPTH/2Ux3fvWcqk2UPsiZ05+NgrIScn2JTLFbKJPuhY8q3mCJqJe/vJbXu79So1yAPgUnXWwr8D3r+feP9+xrlHLf6LALktw4sUmxlarWXq/8S3KF9wXBhuDpOXsmGIF6ckNL1FleLymhnWa7aiGu91zkTvycuJd291Jtl0OpKSquqXqmok1cPz8cgXP/uC+9dvGHYj+TCydAvn8zM///kX1Fr56KMH7l/dU4F3b9+bAHLldJ6otdKNA2M3cPj0ewQpBNGsWYPCFao2g6/ZEI46UUvUugdYn13Z6AXFq6PXpv0GvWiDuZNizlx7ldpgSLE9v+m5IpdIFiXtdH20EpFsgRptT2zsvebEzMWYUVanEDansiwVvNBHR3SV6GQTsEYyFKH3Ve+PwbvtcM5v6+3aRWzrsp2XxVqiJ6Q1UKuJUVVdp82bu3ZMLXO9Dtwvx9edTLtM1/G+M1j057/4ki/fRr744pFPP33DOPZfe/0vO77RTgqEXLLSNHEmXaIYdTYoRLJqFRcHJdSrcRHqD1SR2kFsHQeCiiRCK0i1SanBeWLQsfPOV86zqm036rgzOqlznlIDwRZ5zbXly1tfQ60JHbYYlAEoosoMUnVIotcerprrFkMVxCi0SjrwfsSVCS2wCp3JC6VcyDWDK0hJNjSuU7Db9OEUsSoICVhpw+RSEfAV7zM3h4HdLrDbqzbg4/PMND2T1hOXRlC3GeEqmSEEhsHjg86R6cfAXFQeKqWVeT5ptmPd+afjxPE48Xx6ph8FFyJSE8t80kGPfY/3nlOImyJ116tw7m7cWdE+mNCs0YNLpaPwsIfUe9a+5/H9mXma6Gpk1w/c3T7w7u17ns8n3DSBWE+aaPM11XpgLh2UCsWaU27ahK3o6cRtvqdBb43Mjv28xdtbRHoxK8Xw/qalFzZKejUquv47xqbG0GuWgtPrEXRUS6mZWgpLWi27aAzBVuvQoEy/VqudqBPMSZpn3eyPd7oGn59PzNOEQxuwpVSbD+TwrrKczpRVpYzEVXx0jGNHSquqk2eVEDo+P5PTSoiew80ejxBttlgtjt777TOroPVGUwtxRYhGAKmSlM3r9DrqvpBN93DLO6o58GKO2eDhir63yk/ZYMVNQNjsSIzg3UVDspEBSrF6oF0uk0O6FrtqkcUGr4oGvE18POfmVpwFCIoEVu+owW0oi4530aBXrm7PS1TZ3utFInOd6XHloK5+Xc0B6aK4nL9wqeFun/CVLO768x3ba5XYePl5c5fi8L3D+6Doj3OE+PXM65cd32wn5dB+KPunznPSCyGyKlafDaunUjtrAJSmbKCRvKIibZaLbHdTpFrR0+EINo1X8EEjn2leWUzItDUCamOeRWa2UHK5QAvKchVqXU06SMdetKFrxeDA6ANONOuzNbRFYxcnNUDVxtZczOlWoYgROlyl1lWNnBWNN24ygriMUnQXBGMsSsUV1V272R/wYSDLDW8fV96/X5hndVKmeqIbZ1trlRgj4xC1DwWh7z1h1uudUmKeC7nqML+cCz//6TtWU7IeRjVsjkxeMmma8FHrWaodWCmpMgwdfRe5ubmjGyPd0DGMI8EHuqgjwoMIdwOUDuYucPywkpcjIfeMvuP+7oZhP+L7Hia3AXmtKZqat425XbHmsK4ZOb4Nd2MjsYhUE91sTup6g38VGLmCmUQby2OI2jjdBUqGtSR1Xs7R94GuC4zjqG0KOPZ7ZV/uxj0pr6SceT6dWNeVddVgSDN5txm4WoJmJ+uCONGMIF8U7Ftm4J3CNafjGTBpIQl4p5N6u+gIobKep2394ZUsMAwd8zzx9PRMbk7qqWiPl00H8E6FlB0Ky0VzUmvRkfEixuBrCUrUgZJVMiJ6r5ozcwZr11o3RcnW1yelWn2w7RGlRzmnCv/VnFnLGjxOM2qUHXjNfJNSKSlvdbzGFL1k1ZbZNLxe2l12WxZbrryNqyp/pCUrZSYK2gOXSiYlZ+f31UyczQNpxn6lkuIun3etdLKxAr+SELnmqOT6fS/roGWG2zu5qze58o/KPPXbSy7Tth2EzpIJt7UP/DrHN9pJVVMtbhFCza1h1qEFbyHV1eJTT5mqSiMpGRDQ6FG9f8Z4F5Si6XCb26WPO1v0wcYUKHHidDozTzPD2GmPSR9M3TfqRqnCmi9QyyWb7sgFqEKpDqkeyVHhh8YSMvqukY/JpZBS3gRYXfBGMQYizOtMypnhcAfo+y1zopSJoS+I2wMdNeuY9epOiIeOnjWr0roPTwh7xN1SJOLdwM3NA8f5iPeqROCMDt6EYfdjxzD23L66w9eZ4JLq6yWY5xVfCh0O5yo+eIYRlZcqSWm41UERXt3Afuf56KMDYmQDsVpOrp6adaBiSlWnruYzp6mQjypHg3AhUXjP2PUqPTMO1KSwyc9+9jM+++IL/ujzL3j35Tum44k0azZ6LYS04e+XXUlTw8aCHHCbRtzXok5p0eQl8ry8E1/Z7LrQ+qHj5vbA64cHbg8HPv7oDY9PR370458aG7Qy7oyqHHQ+mIqY6tTjjz5+zcPDA855Pjw+88Mf/hE//Gd/RJVk+8GEf73j9vUrnDim6VLq90Hrfg5bdKIkILxK/zw83DLuuivmlwMUTqt9b43IyrrMpfD23QeWZUWcZ1kLKSXKemI8jIy7kefjE33v+fZ3PoIsSBFSMT1IQHKm5EJwHeI94j25ZMv6VHy21mDEHb3m1cZ7mLgBG2mpVBXflavsCq/OoioJRUrR7+50rtXbL96yPxy4e7gnWq1G0IGWy5pZiraBBC46ot44507Ho9J4bhq8ssUp2gyNokC2VnLGRq2ItWEIuKyGP15JwF25wxeZ0ddIFS9ht6sFag+oI5Tcmo0dKkJ/CdRtM3zlDdvabs7YMAAH2zwqK8GAu/hOc0x9DBZAZ36d4xvtpFpXdivqtSxILJrF2CitxuSzaFHdWSOv0b6r6OKotOKgpgnVoh5nobIYBTUEr5p0S2ZNOhaiM0VfdYLa2FDrlbFrkXVLva1nqxp9uxVXW6DujNTRFkWLrJTwYBAjTgcCOndpqq3NUqv6ug89pWZSUmPh4kCj2peqNPpU1gsWz0qVjlKzKriLJ8SOUoVpXqwWou/fivQN+tIFGBmioymH40y/rTimacGHyrjvKFl7RdY1GXNNnx5coO/0XWv1FgVqaK6TcmFdNfMKqbAWZXAmSQr5OJ1kmldI04yPkT4nctIu0TWr1M25FObprBN1m3jr9dp6AaZYGL/Rx9vPl3vr7Hn2yHbrRNRRbQHq5R02KAi0LtT3HfcPNxwOO4ZhUHHclA3yq7S+GecElyspK+RUq2OeF+ZlJpdMFzv6rlOKPhq8CdXoz9bHl5VxVurFSF68p34/4dKWIagIa4yRpuwgOErSQAzncNZbVaTCuiKpGJFHs7acdb31VbZgUQ27YMphlhGhfV6l/dE1JlI3FnStrfarjbEbhI/TLKkph4gFma7RxZ3tP7Z7h2u2BEMtdG88Pz3x9PjI/rDj1f0dLgZbl2LqFbphW+uFvDDaamNai56zK+YvmPDlmm8fzPY9dE3I9lirnWvg7K5ed33L9L5dJzmC+8qqvP5cXh4vHNz1BbJMtzmo64DLXQIwd/1fd2kSv+ZhKOlE91czcb/q+EY7qZIzEjrzyFoZzKWwrkUjHzBcv1BT0cmwDnJaiV1HjN3mFE6rmMZc4vbuRt/rLHixMR9es4AQA+MQGcfC29PCNM+czhPjbgC8bbwA0qnxlUL0nlKyCitaRI5zFCkqZ1R1hEeRasoBlTzrCInYdxo9WT+D1MyaJ6QWnHiWUyZEzzCgMB9CyTPBBQ6HAy4ElnXi3Rd/QEgzO7/SxXuc78mzZ3YJcY/AQVXaMTpvEfr4hhA94jsen8789Cc/J+UFfOv7UhZlyit1yqTPV37zN+75+KNbXAm4utANM4+PwunoKD/5BQ+vbumGj3n64DmdHG8/f2+wqmNwDimBcZfoQk8MPS6osd3tArWDXOCwM4ZeN1C8UJxwenrCiWPX3/L5uxNfvj/zw//tLSULu91AGAd8F3H9QFlX5g/vWZdEzfk6LuUKuLCImK/g/+238vKpqKTNdWbE1iyJMm82594AGrcFFDpSfc/v/s73OD6vnE4L/9P/+L9aQ3KmDWNwNoPnsvm1ZvL49MwXX37Jm9ev2e1G7u7uKCUxjAOTDYCMXVQczjmePugQSIpS7JVtakiERfyKHKjjIAnzkrXmKo1lB9OkqvJ+0PcPA5ynCalCR2S3HzkcRt5+LpSlUEQhoa6P3N8eCL6yTuetzyvKXlm5a6JkUyioQecuSUZCwDlPlr1mTcBqM7DUYXiqzUNr1xp06KYa83bf1PErlU5hddEin2WCmR//+EdM04l3X3zO/+3//hcZ+w7vAqVW1py0kKje2xyEKFtvg8YMHg1qQ5R8Zfu/Nud/GcsTo7M2gstICwgKnTtnE8AV+r6G2pqT81+JgL4eEF1CJQG2ab1eEx8VJZdLsCJc//DiHV6gAS92jZiNa9Cg25zUFjWg9cevCLb8scc32knVUllTgwfE0vdKpRqEZtRdKdSaycZCWyvkJRPWyjD0Rp/NCnmVlfvXt3SxJ4VInmfSmugHS3VKJgbHrouQJ9K88PT4xN3tgd1uRETJE7v9jvXJUVIhdFnhtVpAgt1oncUkFIW9LOsSF8AHnOh3qtkGLfqAkW5ZlhnwdP2Ac51GoJUtItaeHjH2otD5QIg7hTTTTPU7vO9x4UCpmfM54212VOg7pHhWqRB0fMbj08TxeGSenjdD1jIoREhVC/HaAzWTS2XPns4L+7FnHLIKu3Yq5ikccT7RdZnvfEv7zJz37DodjVBdJdWshfQx6H0tymzStoJiGfJKcZlM5ryoY971O7wreJ9JdSalQpUVt5xNdURrCjkpvb7BcQ3K2fb+NT7Xvqv+cNn0X8lAXKcOwAkX8dkmvyftPVuW4jbnppmBstxSWanOQejY3dxA8JTTUZ0LXBqmEcTmC2kzta6v/WFvvWeO3W7HRx+/4hdp0dpTrSap5BEftmmwFwmhsGXELXvqYtQMJhdSKsw+08dAzpl5XjVQFPAyk1LAr4vB8DBnBx76nTYg49Sot56b3X7ASWGdFu1jdKpJH3yk73tdwz5zXstWU1O2iO7vWnV2WxWVSZKiEkjXYtEvairiN6JAQzi8U1i91GyMSrT2I5qVn6czvK/80//tH3N3c+Dh/pbnD19Q88qlpUUVT5REIWYD2odeDLhUR7FsKsSW6elaVjTHb4hQaWoY1I2JqXJLtgg20dfty1nQcyFwOFui10w/9Y9X2ZUBFRtMh7T/X/1HvvJZXJ5re6chPpdDuPZODkxE15z0NdX9VxzfbCdVVSHZm/JBFWX3IFdOymCSKoUseiNTBVcqrmRzUjqOYE2ZlHQsQOgD0u1YF4XKYmepd0kED330iM3ZOT4dLdq1BRo8wzjgHr3Wf0LeFNNr9Za9JaOnF4VjdIUjreqM6tGVXPFdw7wdQmVdZkLcqwSS9QfV0uZjmVRQVVUKJXs4YhwRJmqZEElUAi6M5KwCodHNRK+D44o4lXvyAXGOx6cz59OZdTkTg2LmwqXOlotaHg3qFqpkHJHoPbs+Mg5VZ3zFhA8LwgnvC10Ubj8erck4QJ0AzQabgGsnlRb1ithGr1UhTEkkVrKsTEuh8x1yKDiX8b5Q6spatNWgzXxqWSzQdvAFW4crq9YO+fpDXBzVts0cSun1/qIsXZ1dq+tjizUvr3OXtZrySmXERXVSlco0HW2sN0i+CCq7K2vSYO9xHBnHHfOUGIaRh1eOt1++I+eMai2KzU5SWrRrhg9bOyboqwi5oxt7ai4sOZNMqih4HXF/nNaNHuSqADae3uqueRH6MZLrANZy0LIMamXc9Uj1TE8T1RWqyyCZLvb0444aC8U50lkzkt55lOOqDc1KivCI077Bas66WE8csiWqmjtIRKtFliV7kyly6IDFJlor7XoElnUhlZkf/9EfcrsfmD665fT8+MJJaWlBHYRCWmIJm2zZeINPTRyc2DkwhmtbLjlfSDTFUIpWJlC9XNlKD5e6UVuN1xm6bGu7BTRsv3vxkotvcYBvVPqW/rec67KCX7gVx1fehCuH1T67PS4bWcK1waK/no/6ZjupUhSjTUuxVD2oCXBCqoWShSWpAnetSZeUdxTpqWulrJXYT/R95NVhx82hJyHMS2UtC65zrC6xdoVlWglAHzXTUIkeYV0XPv/yLd/53nd0PLyHfog8PNzy4d2B83lmmt4BGqnq6IiKiDU24nD0mi3FnmVdWM/POnsJpSIHv+J9IZWEw5NS4f4uMu56k/KqlJqI/YG+H7m5fUMpWkM6vX9kXQr7mxtyhTWfcV3Bh8RyXnF4hnhLdAnnM0lONNLG4eYVpYz803/yT3j/7gscqtensKOyeHynmcNuCHz8ZuDNJzfcfTTw/PQO5zLdrvKtb9/wcdpzmo90XQIebek78tJrNugDa1qpstKXwthpXQYqbTy7WBjuY6CUyvFx5pyOTPlEdZ4xDhyXERcztzeOca+TUOva6oQGZWHU7Kvo8IJuuBcb+8VDV8e2L0UjROeD0tBwVrpSUkvsNHIMUUeQ5FReODZaJC86yfl8yjzc7+lvd+TzQkkra8r4iyylvb9BKk5L9KUUTsczX37xJaf9GRFPN/aMuz39OJByIs0raVksi3Tb16yW9bnO2h5KbR+Cy9madSGviZIUti5bzdS+n9dzSCltfd6NfOFqoN93SCd0LEiYOS6ZYbzHIWQplqFrxiY58VQm/LjDdT1h2FFLYZongjm6XAUxuFyzIEcMUXubvKMmzaoosPUtGSGjZPAhGEPWUURY1mrwk2ZF3jvGXaDrOkLnmOeZtEyczu+1XcA58npxD05eGvJSmniDNRUbYaUahJonNuX7lvFUuSJ6Vy4N2s0nfX1pfu24/LrRy+Vrv3F8NXDSc7E0i006bHNWl3tNU/O5yoLclS/62vu2S49OdIjBMXQdtahA8a9zfKOdVBN11G78S9Os8yZP1LAF2vNEnZRTqncuhWV1Zkx6rQF5T85Vu8DJVKlUjymao5tatJHWe6WnnqdZawcp0Q86RrrvHbHrCaEnpaverCpbPcdZP0fwOoZBSqXkQi2mQeZUPblK1eKxLTpVGjBn4ZwVwBO5rLjsWJdF11rReVWlFPpBo86SVG05VFOMxxahkT3WnOlCz9DfUGtkXSuPT88sy3KBxlqflXfGZHR0XWDojFZqAqbilIjhvPbFjH3EB8sCDPKRCgRrG8Ab78OoxJKVYCJe70PVcQuhU5pyiB2SVKXAB1DhUTW4OhLck5NnWrCMBbYc6EW0x1c80eay2CCbF1GfXEWRljo02maVbXge6PUIQes1OalhVQf3FfgEXRvrUghex6V7y/Baf82VWfjKuei/qwjnaUacZ9zt6bqO/X7Pbr8np8RyPukeaRbP3kc246XXo5Fy2jVxyNZ03GBQ772O8zCR4RgVytFszwSBo4pL1ZLo+w7nhXnRGVlSysvPafvZrkPOBZ8ySsq3eWwhWIZt4q920qqMryNf2oVyVnvTDFNbQDbdYLtkPhghSdrA02tNECWKtMGouWoZoS4628lZDnmdLFyyKbfZe80y7T19s++uoZZGw75kU9vflgVuk4Kbv/ial5IXy/Y6U7qc2nVWxOUi2N/OtRyMDQZ9sS9+WcpjX3wjTXx9Ods/L3tpCwtFTJHnnwu4r1CcEiU0GlRVcB9ArBjc9eAWTZ/zqh3i2a9qvKXweE70awTU4PoYWC1SiFkbbJ0XstPu9LQmnOuQGog95Fx4en7m6emZ+/s7XvUPShHuhWF3YJhXlvxMKYmak8FW6pyaknnXd1CE5XTEWAvaZNxUkYvq+e27HoczaRx1QC4EalmZ04klH/GzYzqdtubOZZ3JpbAH1uRZnkfyuhJiYtjfIVLIMuPdHvCcns68fnjDw/1vcj7D4+PEF+8+4GTRZlBTbKdWgo+MgxEbBhg6R10zyxFi6BEKKc+sS0HymZvx2wCqoC5ZmUpF+4KGbiDlXjXVpJBLYl6OeH+HczrEck0raV25udsRYuT2/g0LmdN6YvDQO5SSXRQefHjVEbxjekwXS2GWralRi1zIDL/MOb04tprS1VOaIqh3qvW29TGAE0eMkRgD49iTlsJS0wavbRbJ3jeXwvm0aM1z1+n3zclO2RrTqL/kzCr4iIuRp+OJXCoPr17xcHfPq1ev+PDhkeA97794bxOpmw26mDEHRBPqzTkTbAhfsKwhhGAzpjyu7/EmWVTXCSeV4WZARGuTaToiJeM7CC6xnJ+4vb2n1oHPnk64ThUgfFV4kRgRybauVGU8V5DzCqx0XSL0PcPNgfU4k9YVKYs6ixCVJFEqtajsk4sB3w1ag4xWN1urOWf71t7T9yqom7IopX0r5DvwnhC9OdmMGMxYq8OLKnsIbSyHt1TIsbE+HahYtdb3QkNV21OMzbhJOdFiHLH6pAW1UpXaj0L9TWW8wYAvjmuH+eLB6x+v1u8VrKexfFv/5uyxaQRtwbQLJFfv1Txjgxbae7dZN+2TmmPKkJwwlKg1xl/j8L/6KS+P/+6/++/4V//Vf5XvfOc7OOf4L//L//LF7y+S9C///J2/83e25/zgBz/42u//9t/+23/SUyEa0yeEHu975qUwL5lpXpnOifN5ZZ5XlpRVcFIadq+RVfWVEgrJFU5LZV4K65IhF/KSeP/+iePTken5RE6r0rKpRs9OxKBCOGlNPD4eeffu0TI6tVnjOLLbH8jZBEJbwR8xtYCA973W1kqmlEotDqlRF6ZolJhb0XrWjK2mQlpX5kX7e2oV1qlQcwIS/U3E945lnfCdpxsjp/mRXE/sDx7JsM7gGCg5MJ0TKeksnt3uI/aHj7m9/ZjPP3/Pz372c1ydcGRVarLozjlYU+J0mhnHoP0zIXA8zbz98glVpgo411NFWMvK0/E95/lo844izkWqK6Q6c54fWdZJe2mqI2dIq+oHprRq7RFP1w2sa2I6TUxP79n5kW+//k324x1Dv6MbrD5R4P4wcH87sL+JWmdp0AmybXDn/daQ25yOElXan8sa3XagPdltzq79TrZMxdk6S6mwzInj80m16/wlu9/eT6yelyvzNHE+nzhPJ3JuMjhXWIo0uSxsCJ8n+B4nAUnCcp6ZThPzvLDmlSqFh1f3vH79inHsGYaOoY/0Q6TvI0Mf2I0d+33HMEZ2+57b25HDYWC/73XYZe/oI+zGTh/vI30QXJkIruoUZoPaRRKxj3TDgCeS18L5eaakBLWqnBCBkgPzoj1vwzDgfVSkwgnijctohKGUdJT7fDqp6O1upIaBXAPLUsmpie9aT1TWYDIt6qDAEbsBQof4wGpkpGG3oxanrzf4VxNjZwr5GjisS6FkjR+9ZcvXDmLb0860ABvAZUlIa2hVBuHlVe21DQJscJ9OPcA+7Gq9eUWJLnoaXz3M620IkkmjVRstc6Uj+tWBrdvHbPvC4aLHxUDoOnyMuNjhfVQ1HNeqe5desI12LjThdtzVNUX0HqVctW0k/7Lv8PXjT5xJnU4n/vyf//P8O//Ov8O/9q/9a1/7/c9//vMX//5v/pv/hr/yV/4K//q//q+/ePw/+A/+A/7df/ff3f59e3v7Jz0Va5zTlLwW/fJCwfliYpIOghg8oIuuhSGCdtlXJ2SEOV16rlz0lFw5nyZ80AmbEotFRZ1qftWqxsHppjgeJx4fjxtDCKAfeoZhoBiLilZgvYRzKEVetj+uOrwExHTGmiBtLbCgDYldcOSUCF3a4L686NRbHyEOnrJqEb7r9zjveX46ExxKSZ7QYXIuUmtinYW+yzjX0ff39P0dsTvw7v0f8vbtW5ysZlyvtoZT5mQuOqJ+HAMuCNNZJXBuHkYz8h1VZnLNLMuJsRsYYlQH7RzZVXKtkFZyXrWnKrqNwZRjBnEEsWF/IagjK5m0JnaHV4yHOx5lBl+JnQYuUmE3dNTk2O20KTStolnPBnNcOuOvm3av8BuuHdDFR7mvPbfBsy+jTB3xDgJLg3CvFnBjkdlb1VpZ1pVlmVmWYVtL3l0+T2EmNUDaN+NNYQWDtDPJr6xpMYdfOBwOpJQYxwFQGbFiN9OLMs28tz4nB16hCBCnQ0GtD2noA10fkepMXHnBu0hwgRgCSRSi7ULEBe1VKzmT1tVYroEYAyULpTjWVBDn2A8dawqXPWoQnLM29lIqRRTVGHc3xK6DOVMolJIw72b1xmrjx4xOHwrBR5zvAG3+L3XF+UA3aANyzi8hsxaY4LSZuWRVq/DuAtnJ1T3GshwDQi/3d0MyW8/Z5Z43G4Q5KNnWGQYhyyVwaivO2We6Fmj9smz/6rwuJ7qts+Yat6e49nmXb9JIJW2YmTcClWw1KbnUHV3LxPU9zF1ZAMWGhutL7dPFbez9X+f4Ezupv/yX/zJ/+S//5T/299/61rde/Pu/+q/+K37/93+f3/qt33rx+O3t7dee+8cdy7KwLMv276enJ318ndjf7JEsiAfveoUN0EhTKtSk1NWu0zky1ZgytXhqdqxZ2WA1TtTiSasqdeMd+93ItGbOc8ZHpZGXlPGdQiFZlN0TArx/+46aMr/7O9/H7UZCp1BY2Y94Gch1VdaRbagYwwYvS1X2WVtEWr/V987VbczA1VQHkCP7+3tu9nfgR07yzPN6JFeIq+PmJisUysKu6wi+o+YD1SckLuxuBxxavKzZQ73l9PxM1698+7vf5t27Ez/60f+Ln/3sJ0zTZHRZ3WTeed28kun7SN93fPzRK8ZdhxMdVpeWlePjiX4H41280KtFYM34cqaLe7zvib7bNsniCiKJWrPCMEWocyD4SnALTf/w7uaBvh853ASm08z7n/+U/kabRoPzdLGj9JV5PuJc5v4NpAJLsotrme62Vw3GdOhu0n2rXN820PFSC2h/GvFAtjEU10KjxoqhFhtH8AJ1sZpee9ypQc6lcDxOTMvCISf2twfmdcWHHlcVrgrB47tAHLqNxRtUUl0j2egI0ZOXJ07PHW9j5ObulsN+x/d/49vM0zPrcqIak0snAbSxE2aAshnAxk+2i5RTBck6DLEUSIIEDeo++fgjHh+fOX04E4dK6AK7+1ecn0/M8zPLWogWbCmBVYk9pQq3t/fkfOZ8rMTQTLLHS77YZaeZzHn9gPOB0N0wDB0MN8zHI3ld8CZk2mAsoVLXwioJWIhjjwueOO4ZDnv2N3vevz9yPM0bC1C/qTJJ1wXN+s3viCG6F4tvQY4ordx5kNLuBTZvDSUZOYdzQRufK1Yza2Qgq0kTAVV0CTa7rNXJKjoiRh1ay96vnE479/bjdTT5NXdw9ZixANs0YUJHG6p53ZALTksoQTOiS7TVAu721rqHxKkJi33jYQj94Om6nv1uTy6elH+9Rqk/Mdz3Jzk+++wz/uv/+r/mr/yVv/K13/3tv/23efPmDf/yv/wv83f+zt8h5z+e6fG3/tbf4v7+fvvzve99D4B1UdhLRHXqWu07p8aKkY0loxvyovOl4o8endbpKEXFMXMpqqRexWReVPmgFBsXb4PSSjUFaZX+IqWF83TmdDppcRjoYqDvO3a7AzH2KvPTwiszzJsIaBXdhVaTaUK1tYjh1tYXUlQdoxTti/E+qLKEiziJUCMlo9FqVWdSSTjfIeJJq36G80o0CcER+0gF1lx5/+HEu3ePvHv7jrTOW0QKXBajc/ioUfXQdxv0NIw9nZFFnNfetOmcTMFcl1oV/ZyUCznrqJNcMiU3SOKlgWz3LRctpqecWFPSwro4lbQpmXmaWecVcNYL1KN9RJ4YYdg5djceG21FE9ndsplmfDYo5KVz2gJnuXotXG1W6y2Spn5wgVOu4ZWteH0VwW5wohgNfdXv2A2d/ul6xqFntxsYd4PBdpFhCJbdeLpOiQwxKqkkryvrsjDPE4ho3fDmxnrrjBBghBWdl9XqKhfESL9eM4i6R1LOL4r5dcv2lRDSxQiCTUbRnsFu0Kb5UlTgGQHJSnKpxi7wPijkV1RVpCZVIRFjkzc0QfUbizb7Jm1yDl0kDoPdSiNVXCvOYEotNVNLVkJS8MSuU4X+NXO5KS9u9JZVbNnV9T1v8UoFqtsYry5oVupsD1+/9hLmmIgsTaJJtkDwem06qwspfduagWmZnt8cjLQ1SNs7l3vY7M3ldy3Fu0IE7MRelGE2WwU0TT7vLj1OG5750kSIvY/3ntgFhr5jHEf2hz27/Ug/dMROlXt+neNPlTjxn/1n/xm3t7dfgwX//X//3+cv/IW/wOvXr/n7f//v8zf+xt/g5z//Of/Rf/Qf/dL3+Rt/42/w1//6X9/+/fT0xPe+9z2OxxnIjH2Pc8GchbDO9SIdBVCVAZaaOnJA01inHd9C1cKpF0qolNo61oVclAyuQnx6k6vJtIRe659+EpY0UU6Fzz77kipwc3dLP/Q453n90cfULwuPT+8ZemUVVe9so6ZN4RibGCp4oh8RYF5UiNZ5j0jULvsqLOvKPB8h3BG8DiZs83by7HTSbPGseSG6hdAN5CUxnzL73ULfV6I/4AYtND8dA9O08pP/9YfUpCSREIIqg1tDYVuQzus0291uZDcMnE8rwTs++njP8XhgXSrD7i2prLz7cuVwE+m6nuwdkoWlVEpe8C4pSCLaJ1VdMYhFFed11pQaz1wdrfn5eDzRd4lB6ZXgHe/ePdIPA3evPiGEga7vcVUNtI8rd68iuxvHZz9NpFmhqNbEqoFxpeF+m1u6EvJ8Aa1cBaYhOEQCUq43nAYaLUhqr20OyjtT3t/EOBXbR1QLcJoWTucz4+0r9suO/W7PbvB00eGjs3cqBFO0LZsRt3MvwjwthHAixI76+jUxdty8es20TOTnR2KzMeIpWdXWXU1qOKsYaUeJCTjROmzOqkTed1Qw5YNCzSvH4zO1CoebHefTTFor1c147zjc3Wz1ohAiJVXyVCFUJEQEIcaOcdxzejqrGKygIbT1y26xv0Fh63TEd5H+sKM7HOhD5Pj2LTUr4tHurTLxNEAoeaHi6OJACI5+GJnnxNTon7/k8B6DHdvhuJBwZGugr6gB73bRbI9mxy0WUUfJlhVuKbzYetnWlrusL3E0eTHnlRCmPt2RxDrUWjre6pRtnUn7RuacttO/hg+qPUODve0LG9S3KaSj1xHnLuo3uCbdb59hJ22Qno+OLniGPjIMe7q+53AYASitNvtrHn+qTuo/+U/+E/7Nf/PfZBzHF49fO5w/9+f+HH3f8+/9e/8ef+tv/S3rjXl5DMPwSx/PWTgeM2unwrG5qgyR0potAgmO1lDpY8A5ITlbFEEhASlVaecZcnY4VwzfVsqrq4Lz2rMjxvKrRZA+UcXjegeLbuSf/fxzfAh88unHiu07z8efvqLUlcfHJ8SfqSTymrS47tRJIqiUkKkRFIuqanUaIXeRtJrMSq2ktTLNK7sDQGVdFwS9DsEJEPD+wHQ64smMuxuEnmWN24iR/f5M6Ee63Z71MTCvimd4jFJ9PUimgTDB4YOn63Tz5JJYa8+SC9N5pusrdw+eAqTiKDmSzg4idL4nO2FOK8WrISlScRJw9IaeCBmVtYrek2qiKTS0aah1WClk3p00kxz6QD/2CJXPf/Ez+uFAjANrXkg5WaOzo+8CDx8J6yJMz4VlKZSEXfN22IbfsMCrY3tI61muFSgsVXfWFyQtc3RCt/MXzU1LShohLERHzqo/l6aLMTkdJ0IIfP/1G+rNntcff0yan8h5xSVVIlFyt35ubXRg/CULco60rpyPz8znE84Hvvjic6bphPOekrTJR5ujLXOkKlkxaN+ajvRojeYmQurUMdfgIQQL5j3np5Wu7xj3B87rQlkSdW50e9gdDoQY6WJHTk/keib2niwLX779nBAC/S4yL50GSWs2JOAqcdmyTstEcmV+nkhrwYfAMO62TFSq9UldrV1Xta55c3tP34+UIlelhJcBiapGCM5Vc3IaLDlH6xO+CjQsG70Keq6Xj64LNe6NgPPHmmgb+SFi/mrrk5IX6zREcNEhLurHZcDULmqrx119yAUFtMUocpUEXaCmJtSrNWhvCZMxS73uFdr1x2+C2NfJpyDULNQIMapcnGp1XuDb4D199+u5nz81J/X3/t7f4x//43/Mf/6f/+e/8rn/yr/yr5Bz5g//8A/5vd/7vV/7M3JRCKHUapJk121qVl8wDFUE/dk12KXaTW3DAa0b3OonvkVMhmt4p/p61V3guVJ0VIALEbwWWd8/PnF3f8e6rnTdgPOem9s9h+cD4+5WDXTRQr6ucRtBXnUTNQRq6zivaNbnW/WxQS/Cmgo7u+ulXPQLnVSDT3rWSXtSbm4DsURw2jRLrYSwMHYDfd9TSiAl9yLlb7RbpG1zLeKHTURXN0SpOs58mVdCEMa957Q4k64J5ASuQD8qPbD1uDjnyJJwpgSABIO9Ck3CpmZTDjCCSAVczAqTLJndsGPsB2IMpJx4fvrA4QZ2O0ep1k9WBB+B4NgdPCEaC8wgK5dt0znb2O5lJAoXCEMP2aCcy/OEYLTi0q5hcPSjJ3hjO10V5L2H0MG6OFJypIntey5zYooz0TvGoefm7o7nulCrCuU2XtUleBUr6tsFsvcppbDOM9M0gXM8P6lSApi6uUXEGzTpDN4KRi9zTtXjm6VENuhJByUGm/ziWOdEiB3d0KvxTJW6XnWi7vcE74lR90RFdM+QOJ4SNzcHxmGnkk2lqiCsWO+SLfvqlOjhDLKSiiql14qPgeF+xPmgIrNJaCPhna01RPAEdruDiiaXqgSQlK/TG91DzuHa7JXN41xbfbfJCbngLtfFnttmeG0p4LVXkms7deUosH3W0DeRy98iSL3Aa85D8CAubJe4NlxUrt/x6mO/diLmMAXtWbTv6Gya9wbtcfkqm0Av2ruoE5KvvmNbk0ZWE1EHVV1l9Xnrt2utGb/O8afmpP7j//g/5i/+xb/In//zf/5XPvcf/aN/hPeeTz755E/0GWsqiNeaQ0Al4D2OvqrIpHiHeEtpBeuN0s7yQiFLukQBRI1ExTOfq6bXXqMqxZwDjaoiziFe8JZeEzUyKBnePz0zfP4FP/zhH/K973+fw+0NAhzubviN3/wN/ukfvGc+zzgS4KjOU1Pd1J4bBZcW3BUoa2W1rnx1HKosLgK+d5A8S4Ho1eqeT4k4BHb7HekpUpaE5ICUiKBTeyuJ0/NE1z1w073B5UdkTTi3suUL19ADlgEEr8XgnKhRpyLnUpnnhS/fnnh4NbLbD7x/6lhnR02VJF4bos+r4vYyUFaFUMJOtddy0T4dJx5c3CAsMjhX8ftKyY6UPEwqGIrPlEmYpgWJollzEZbjE8vxhI8dHV4HzFkfSz5nfKi8/qRy8wApwelt0HpHddTcNq1uS/VLLStvo8yhomy0shRCFLrRMe61Pvf0mHW0QnSMh6ripmbrEYcnqlVZi5IefIOEFDg5TxOlZpZpIcQ9H73+mMPQM5+P/PiH/xRcVVmd5pDEBmZIbm8CwZOrUFLhj374Q0DIaTHB5GZA9bN9q9F2kSbF1b5nSdaYi6EUTtX/BejGXqcWl8o5T/T7jnH03N33DPsCcmKdKsu5cnp6yxIHPvo00o2R8f6AyNkckbILhy4gNgy0v9lp7SkXVbBH6QLZ1Mq9Uwg8dJ1OlXWO6fhM6Ad2uwN57Ck5c3561HpOCKjKi+Ph9QOlVj68f2JZVNPTb2YYzaC84KJGHLLJdduaCJh8lNUUWqAiaG1Zl4wd17RzC5gRI/leHJpVzlr5hzYKZkt3nNsQuYu0+uWccU3yy2s/Y1ORlwbp6Z9NTMI8iiXdtKGRoM7OV09tdeurGnoLSsQLvlNPWVdnEnV149nkIpTTyjK/U9jYa1N0iIFh6PnWt+4Zxz+lTOp4PPIHf/AH279/+MMf8o/+0T/i9evXfP/73we0ZvRf/Bf/Bf/hf/gffu31/+Af/AP+h//hf+D3f//3ub295R/8g3/AX/trf41/69/6t3j16tWf6Fwa6VOcozpHbtTJrikeOKr3tgAbScEpQ8UMhm5s0cgdjY5bH1PZKOMOZ8MHt7rjVSTb2Jo1QC2qQPH5F+95/dFHDMOgjrSLHG53DMOeeZpJS9rgghYJiVQtsgavk0RtMdVarSbWFpueY5Vy4flY9OScqNp6zHSaFiEojVcnkXb2XSM3tw+M4w0igZqr9ZTo8aLAL1f7wcEmkLoVaPVcK0q5Vo03W/BGPtGfK4gqW+sMIHDFsseqRXzvLELjwgpyTiefYsy7nC17KEJ12rt23T9Si0Ky3jQMwcg0YirV6JsH76CDYRQTK3VbwZ9iX1YcDhOO9WznkLZau2ZQocMAONdIiJvhaqzdzaDY49e2y3mxUofCb7lUjqeJmxvtW9oPnnk38JMf/YjamKJV12CpNkq+ETDazZJqM5rMeTXEAC4yOM5tMJI0KveVEWvjKDYKNcKasmU6apykVHItSoKxe6/rsOgV8dXURzwpzzgPwzCScqGUTF1XIySBR6fkptUyxhC2mo7qvzUr666upl6HWgWXM2mZEQumhv2oxjpXm6wd6YeB0+nM8/FMKS+bo0W0dzVE8MG09WojTrDBYBq/uQukZtemSeapD2n3QWhKlxeH1ZCSy0Kw0NCkztr5CI0g0dBlGtLhrvbglWoE/jJnzlVT3Wiw7VZHuuxxbY1oSM2WX1nPp8MVszNeWc+ufUHL2F0wXT7RPWZRnpFlNAt01W0EDx8UgfpTI078w3/4D/n93//97d+tvvRv/9v/Nv/pf/qfAvB3/+7fRUT4N/6Nf+Nrrx+Ggb/7d/8uf/Nv/k2WZeHP/Jk/w1/7a3/tRZ3q1z68Su9UFxDvKU6jV++bD9KFUfF48aiMvw63q6XiUkVksbBFNoFNRUKqYbvGAuSSiivbRxr5R9HZYBBMFo7HM3/0R7/gW59+zDgMdPtbur7jPnru7j4ir46352eLLnwLsTWSCh2hi+Qp63l5VMU9Gc6Mx3utv2RZCWIUZGnsn8qSFgieXqwBN3iWlChVCL6HqmoB3/6NP4NjoCStX+R1IcZLFrUh4A1r34rIbVsrA8jXisfjQyQlHVnvXcG5akQPZVQKohh29tbs6/CpSdNEfOiIXqnOWQzyNJccrb/MeVhyxemMBmvlUMZWExGqRajJEfFbALMslWW19xNwk9Jj++BwNw0CNpX06qgLSHFIjrRUZwtucaRUoVR8qIRO6HqQUqjZGXQLvup5NPUpbwoEtemfYcYErX+AOmtVQai8ffdI3498/PpA33/Esqz8L//r/6JNsHVVJ1UhpWKDOHWib4OupJZtkJ9G6KJ7ojG2mrEhaPCwrnaNPWwK/bJZzGY4pznR9ApzKoZQZJZVR4xktAXifE4a4HiHHwTcynl9pO9vuT3ccZw8yzKT15m8qghxdD1FVqbnI+N+Rz+O+Ngj1YIvu161lE0YQawmh4O8JNI8Ew8jYei5f/OK5TRz/nCkix1jPzLudzw+PfP27QeF3TfYS/dR10PsRFX9k8qJhQAEoY1Jo3ooV7VM1ySeqi2XZoTYjP+LQMVaS2rrHboya61XqTky51RqS0NTs2lOWSUbqaPVQ+11m+MVj6tCmWyKQL5yUtfe2UalWEx6gSvR4Dn0aB9dVGJFq5s5Adc1ApMn52RTwS9f9RJWqF1NNs+kTT7+Vcef2En9pb/0l/iaHMdXjr/6V/8qf/Wv/tVf+ru/8Bf+Av/9f//f/0k/9pcexRWgkJeKLIaRe9OP8wHtOVDBSKkW5Xh0kjpVi6LdgBrbS2ov6CA4L26DfTRqaPrVTutHXm+Gj44+eIJok61UmCfhR3/4U87Hmd/7c/+C3kA8n37n2xxubljnmXV9JuUj2k7cutVBFRN0nHsIQWV+RExGxEJzBjXfLauJnoxCAiGIjegOqneXM1JWQug47G8YwkCMHZ989B0+/+I9f/SHP2Jdzxo5wsvVa+mA27B32eilLdKusqpKRHWUqYBkXK9OfzcO5KQ1uGKRv5jsEzjyakbVKzW9eE8XIr6IwXSCuEpNRetQXg2BVCGdHT4KLmoWoFqHVTv4vZI6NIu89CXV4kA81XmSYLVErBctabQqbDqNiAoVizhcd6GYN1HWfgQfRWWsXNxEQL3XSPF6mF4pRc9zc/SyqQq0qLLUaqrwnqcPRw67A8fTkTfjjv1uxw++/wO+fPsFv/jiZzoOPkDfxc0oFavDYJCd81c6ipbxOgfBqRRYzda7V0Akg3fKIisXPcxtOVS/ZW46aNND0H0Uvf685IV+HAkSeJajkUqcrlkHtWRSPqvieRVi8NzcvUKA0+lMP3YQOubFU2thnWbtDQueLoTNyYag+6Na31EjFuhl9ZQ5U9fCcVVYvRs7Xt29ZtztmeeF02nifDybk9D932A4pfQ7gq+wc0gPJjmoby8NmrPZXo4rckzQNd4WgoBrVOOWWlsTp0P3kYFuV3nNV1RGDAtWpqJmyA3xqTRih7SPU0vSMruima5kFSBoFMC2vNsnBqC1UGzJuH10rcVGHRegw8eA7zpLElvW5HAh0gVPV+NWTwdYKbgAAJigSURBVNM30SDPe+hj4LAf2Y8DQ/j/M3Hi/xdHE29QKEt/9ubtna+aAVS30V9dUKfjojPQo6IVda+FQ1e37Au0m3/7LLB1doV7uQaxWHZlxqnUQinC+3cfEIE/s8yEfgAXONwdCCHoSPZjZk1HdVAXuWDgOm3GGDvVDJkBNvZ9NxJCCI2go87GnEkzqCUn+tDRDyP0N9bPNJDWzPv373Wsh3sRg0E7nebc/YuroT9J3YSTS3WIUYC7ICCeLnpqNqNf3WWcilnLWqJBTyjLDKHztinlMr2zZpDglBprTZBlNRYWCis6L0i8bMAi1SApdebemc2sjlo8jVqvhBnF8H0AnNtYTkgwmLjRze08q27OGA0GtDtzXX9Qh3eJlKXWixKKnaXedl04zq5La6Ccp4XpPHE+T7x+VYlDz5vXb1iWmc++jAoROiWzYPI3mgmKyXArwUGuInlFiBo52iBYk/zROF1XQLFzdVdne7nz+t0V+tK0UY1tJeXM6HeAR2q41HydZn06jj5RfQUJOALdOFCzEorCOCCouj65UoqYc1RVi7ZJtCXDURsOLtjN1WuvWS1IyYSuIw49+5sD427HMi+si6nLu7AZfnBWd1WVGSP4aiCxXrKB5m8aOOaut8wGgTfVDGgFquucaQv0TS7I3unKsLd3vxzXAGdLY1rjsbMZIJtzahCtQd+tSfRFetHGyMjVd9NXb58mLXQuVps0vb0Qu5ae67Otodx7C+ANstfbYSQ2J3RDx81hZOh0lM+vc3yjnVTpI14iHaizWrXPxsNGLJBsm16ApNFvTi1PhbI+2ab21htii6MFPu3f3m6bNPMidKMWynMWYtDIKMaIEx2r8e7xC47TEzf/48in3/4Wv/GD77GKZ9gP/Pa/+Fv87Ccj5z/M5PUdSCL2aGQvxaJ2vbmCV4jO9yCVUiZKLqxrYj4/kwsM4y3rtFLKjKqC9qptSKAWx/HpiYfXA6/fvOHVwxuqOP4f//B/5v37t5zP7wltto60yNm8g0Odu9+ABt1MVbEBH7TPpxRhPhf6GImhI09H8JnQnehjh6cn+Z41Z9K6bBlvcQEngZCDwoIOzsUgjiDkdbG6iKMbA8Mu4rtApjKvK0E80UYs4AWGgrMApDPoNi1K9/bRsZZstYCwwTM6WM5BMtC/bX4umxgcLgzUNbMuC11U8kbnQQhIjaSlUrKuFXFVdR5tSKR3xkYrlzWkQbyuSefzZUOjjmaZVz58eOLHP/oxN4cDr1+/5ju/8S2yrPzi3WekdaaWRK16jUrR6dM+OnynivK5VmPE2SXqO3zsSPOKlKzFOqWptYqaBj+aEL+wkoKmo3F0hFCJnc6YqlnH3khOSF25OdzgXGA9Rs2yOp2jhsAq0B8cfYis0wxO6A8d/RiJfmDoIz5Bt4vkuVJTVXZYruQ1EWKPC5G4ixZoqhSYAyRZ+4mYmr4ocSQXbQIfdyPjbsf/9s9+yOOHZ/1OsvkI3eNBFdETynLTWllRDTtzIrFTtm0t+p20fqz3t2ZDHTo1IFUZW1cN0tawT73yZ9XWSFNWNzYv7rIPsVaD9qKqOZN+fiXPSdHFFthiNfisEWRr7QJHU7u9tmmtlMFVBnft0ErV4KzWWWWSkhDGnjBGxEe1l61/ioqrQU8vC2IKPiIru7Hj00/vGWJng0F/9fGNdlI1y5X7F4PjKm2qqNjjtRpzTqxI6tvrrMjeAnurRzRBSHAXokTrjL++mRccxFQsNCp2GvAr+SIXvvjyLSF23NzcMN7c0oXAuB+4f3XPp8t3ePtZJq1nCGZAi0rsaGTlDZNuJ2l9LE5rGyIZ7zxj35OXQBanfV0bXh/A99zf33F3/5r9/oYPT0dOp5kP798zT2fakDa9ItdAAGxx9FYRNuzeMiHnlIDQZIac4eRSo07ItXN3XraAIYbOoBpACjbdY+sR1CnDomZT9HpWcar0sarD8gY5XkexIo6a2zl7pGs7rUFfGiVLKy61CNbIJULLNi6Yu9SKiz2OYMrUGgT1vWreNebyBrcYtufMCIjJ39RG8W0fsp10y3I0j1H9v8vmTWvi6fGZ5+cj4zAy7vaM48jD3QNffvmZ1mmCtQo4zHC7S0+oA+eCFdoteMvZml5tP4gZPAvIarmKxLetItu630ZJ4RCbJguquKCKEBkfPCEqA1KFci/XqST7Y5hqXjJEh+tULBoCfTcgZVZatfiNwFBz1vXdW/AUI61xGoOYxNetxa8UGPqe/eEA3rHmzOk4kQwGvIBsboPtalEObQwXO7Ix3NTzICgdXux+Nud4nXo2+au2b9kybfdSFGKzIxe7UxvefN2reGXunLXHKOvcpN4sq0Iu8N+L7dwib2+nauofztY8DoXTmy80p7htMbGG5Craf7jqevNdt9HVNfiMam/VVRo5xGqkteC9kLJO6/51jm+2k1oqNaCKXa4ZHLArRAsHai5m3PTRNviu4eTiWo9MNQVfjWKcmLfx6ny0SC8XVl5jziCbtL6rqmERvRI1pMJPfv45KVd6H/jN3/0txvEG7wc+/vRjbu4fSOeJ56f3ZH+iJJV70cZBBwScrwQUjnTOE4cBFzzVVXCZ6DsO+4F5iiyLU2p8FZ1XJQHCjk+/8wPu7u65u7vnn/zB/8wvfv457999Dk4ZhdSWNzRevUEU7dI6aGoMbDmGOpDo3QYFBhdMoklZhN5lXNDQvFo9pu8HlmXV4jcJ5wriogr+tltTlOLvR83WBFWrVvhGa49d7Gg9bu1cWa287IzxJxXv26wxR1SOgEnn6GcF76kOsrPCdFWWmfq3Shgi4jvmqRgrEHZ7CFEbg1swtEXlHqMoO3K02sGaNZrdvuCFJXXJ1jDfqYvJuUBaV969/cD7d+/pu45xVAWKTz/6hHdffs66LnR7MSq5LXmplA2ycbimx4YGTTUlatZaxmUvmNHCaPjbergUyBujMyfNDAuOmoOpsziqeHIurOtKjIFu17HOwnJOm+EGwa8V5wulaKBQjolu0CCjiyMxCOOwUCSR3aoN9FmpziqFlHFDJfqO0O+oa6KWfJUSgYuWEVbHsNvz0SefUp1nnheen46UUgwmbZZf0YIQdGyHiE3PtQjKh7AZ61ocNTs6r2soF2iqIs6mMoqI1mDtPruN5dFO02pRrWDJhR7eFNk3cM6JvUdrrr04rWpIXrHXSxMt3S6FRmdbsB2gBFsvXtf61mTszXk2CPLKh1xYjDoksqwJXwp5CfQ7wUePH3RKwTY7zcaZYDX1krP23dXEtMA0JX6d4xvtpNIx4YOjxGp9DZbJYI5mozw63OAbiY/mvJwEjbqcMz1XM8xVlR+alhkiW2rsvY7d1mLtRQJfa5JtJ15FTggBx9OHD/zjaSZL5vVHr/nO97/HMARc8Pzgd/8s0+nEuw9f8P7tWz6c3zL2RqcPnrIUSioIOuG1G6OyaFLiGCfGnWN/e8fzU2ByqPyT88R+4M/+3m8Tu4GhH/jw+MT/55/8P/nFZ59xPp20bidCkzJx7T+mpuBba1jLGrfCtEbkzkGInpInhYGCp+YVqZnQqYTTdFYGXmwQmFHduz4yDJG8ai1oTbIpMqC1Z1UBOWtwEKOqh9ToKeZIC5aB5EuQeI26FzE5GV9N5FYoWZ/oIzZ+wbEmi6I7y84tKhYRpBOk74COss70Pexue25fqfP78D5ZcCP47LWMXSzDdOAGXVfiB9UqVE0tmqBrk9VxvtH6L0YLdFREzoXPPvuCXAp3Dw/s93t++7d/my++/JJShWl9uxkVZyonDnAx4kJUckRt0JAgV4a5UYVFhC5owTulRIPDt0wAtvtTc1HUYkufxWpShZIz0ynSdR27fkdZ9fxDZ7OJRAkkbhVwHThPEFU5kSJ8/tkv6Pueu7s7qlRyhVLPSCiEwROSxaClUBZBcsEFHR/BsFfR5JRoBbh+GLi5vePNm4/5+edf8PT0rK0W7TK79v2saTioYLQiIdq+4q2eJqiDKFUztFIajYptppjzbVCU2iENhNRIXxv9Lcm5yo5ay8V2xVtLAXZvmzNzKMkLQRopodPP1ezfdNZEqd9bZmRoQmgJW6tMthOtgu/C5dxatmdpsBPhKq9CslDILFVHqITVw5qoXU8Xe11n1m+KAF2k1syPf/KWGPutNeVXHd9oJyVZGwGRioSmViz6b+ttEYNufOttaPuqWVuzbhsU21J1wYqBcolyr/4WYynoUtHJuSqdconmMGVkJ7CuK+u88OUXXyJSef3RG0LXE2PH/at7ht1IlsI8rRyfzgRzvNKMca1KhRVVwk6r2IwpVcm+jUEhFh8IXaQflL57c3tH1w88P808PZ35+c8/43w6kvNK522ht0iqRZR2PVTkwla3fCXib4VbZ2oX4ojBUUUNYgw9iJCTI0YxirhF+VmIvU4w9sFpkb7m5h/xKMGiVMHVSnXQpFlci/AdOnfI7pVvXfyuthhET9FrD5OhFDRX1qJRQR0VQaNMybIJ5opzSjv2XrPmqrJT/eBVlqYZuEZ/vzStqfHSGMM+0lOMILJVGVr2b0Xn66V2gYeUfXg8nYh9ZJombm87bm9uubt74HQ+M719t/XVqeOwOT+mfiyincROLuoS1/I822d6r2u61o0Mcgm4uPTIJNmo83quVl+sqkCSUsY5x34cjRKPKXTYl3eaLfjOjKRpTkoVpvlMrTq0McSeGAYkLGx87mZwRUyerOJ7cxUhGLRp/VnOMe52DONI7Dqm88zpeLrs0aumpg2WdlcBT9189UuEtuq5VhTmDiZAq/ffXT2pnbI6AONmXNZdu98GU9arS62mp52Ie3ECcr1OvGzOrNWXriLJy8k3h2yo0OXGu5dvujlvd5VRWTCz+RS3OUFBEAswBa+N4QXCaA3w0W2OPtj9VkHfyAs9zP+D4xvtpJxFGKicGai8HlJ03DuijaQXOLmtwEuzW6MAl9qYVg5Xm9DrRd2yWqEy50wpdv+9NS6KULNHqr+wqRz43jbVYp/t4Yc/+jE/+flnfHj/xHe/+22+9/3vMex29Lsbdvuecb9nf/PA8fFLSlqoeSVLIudM10WcDwSn2P88rXyxPnGfHa8/EULcMRxe8Tu/92e5ub3j4f4Vv/jFW376sy/5n/7ff8CynMn5hKcSndiUYP2K1RayN9Kba9HPBjs4tDagl61zgqtFFTyqRmcay1kR3oy9VKfSTCL4WPEFqnjOzxnvKvvbPRK90f/VWOE7qktkyQq/OoevDsmtcdVkhXbNKDtKqjiqNQpePrviyEtH6FRBIIzOIBpRYyxCtFYoQaiKRhB9xQ8Bv4vU2VGT1qC6QRj3icf3hZyEdVYD5YMyELlqEXEOfCkQoHQV1xdchjor1NLtthG5GkRV2dhs6hTNiQXH28cnjvPK61c/4tNPP2G/6/nt3/4Br1/f8/f+/s9JeaGWQoiRECK+68h5JZ/PULUxNoRRs/9ccL1S0HO2loLQeg7tbteLvaV9F4MxRcLFwLtgjDhva6GyrqpG/7DbsZPMKquKBTvUmVp0H/YjCOS5kIvgTS4sucTT4xMuRG4OD6wukNLMPB3xIeI6r2M0BELV7L2y4Pue0Hd0t3cs84L3ge/+5g+I3vPh/Qfev3/H89Nxs+G68PU7DTuHCwW8Qn21WG13C9T0NW7D1doDXgcCmlMvNqgS00O8OBd3ca4ihsKYD7As1zWmnGv+wuHaenKm1Yjb+pnAoFgU3g7Ghqih1bwsgLd306SunZNswbbGQ3aea8Z3EYa4tXkpP8XSRzEo+AXzU51WMYkp5ybmtDDuRl69fmDXDQxdz+EuGsTqOM8L5/kyfun/6PhGOykAFwx28A6SGdoQVDxWHGLyO/97e/8Wa1t2nYXCX+t9jDnXWvtat127ynY5NjgYY8cnGMcp5YCOlJIvMighRgqRBQ6KiDDlSIlNhMIPMTyAQ5B4AIXkLYaHGPCDycGQSMZOleWk4oBjDolN6sTBcflS96p9Wbc5x+i9/Q+tfa33ufZ2VTkncu2NZy/t2nutOeYYffTeert+rbVeYaCGCiA0O9ZQFCiU+QjcT2faVdWsN6dRMvJKDSmhA2X4cwRWC803Fqoo84Rnn3kWAsF6XXDrnbdjZ3cHy91dnDlzCiklnDozWnzq+Bj7p87g4OAQSIpxHHD29C407yAvj7HjrpEzZ89AcsZ6mjDkJQ4PVrj0zNfwxBNP4fKVq1ivD1DLGhKJw614Z58XkcTyoVI21yJAAS2dJmYuEb5/VCovAFumcBFSzpjm6vQt3tjOV1qBaTV1YYEgeZ9HgmcSwHLCbA3pSpfZ1hiuNUNbHpPZt7bhIuLAGd9DwKs5pw3LkCgtgVUCTypI4nGvauWNAGBaK+a1dQ9GRfPli1kYWrvS3TE/S/rF0urHQYBhcCWZQlWNictguXdsxieuuZdpxjNPP4NxHHHm7BksFzs4f/4c7rxwFy5fvoSrly+b2wuCeVp5VfxQjRvNCzyW56zOq5ywekRT0/3yoBG7T05cN6vjCLGSUYMAmi0HK40GSWddyplVL8jgFUjL4qAV+9mMQUsZmdZrr7eY3SIeMO6esrhGrebaV/BLALwA8TSj1GPsntrDzu4udnd3cXxwjMuXLmG9tnJiLAPlKkBUjCHjh1skqhLpESwRRkyLFa9PIcBM4dMIKZDPhGUECiU/e5V8iItsdBDrAVfCQ7kGNrNvpdGXGmCMT0rC/EmKOqCK+45SNh7QufktyuEIaP+9FM/zE5j2KYT9uwXldOJv73TusHOxBHPoCpf1Co7HBcZxwGqyGpuLcbBGp715+hzjphZSmjQYqghQ1oCMgjSK1d1SQKfBFxiegFnj8JgAMlM5LaiRCMDCh4ThKgPq1kuK8E0i+KoTTBIFBmMK3H+FxbtMi3HbrCqeefoSrlw+wKNffRLf/upX4NbbbsHFl70EZ8/s4uwtZ7Ceb7GupvtHuLp/iP2DY6xWE4YsOHt6gby7j92jY5zZ28WZ06dw/tZbccvtF6AKPP3kk3j26Uv4X1/8Ci5dvoTj4yPLWwJdbqbJVTV3VB5MkMd5GBLyIsNTIlrducSDxG6usLwzf8F53ZB8gAu6MWO1mjEVhc52AHMSlGot3ldHa6TkSDDYBCygb7XR7Hw2DUO1Wm1DNfR0znTReHKqKgztRS3RXFG1VIdKw5WJSG6CwlIXTAM2K6G6FSeyQK0FqhXZS+4dHwPT2mNP5vQxSZKKCZ1qVrjN3Q5vkoJhtBoBmgdfn4qaFVUE07Fru0WRl0bD6ySWRFnNVVfnGU8+8SRSEuydPoWX3/NynN/dxcte+goM6as43D+CJGucN62PfD8T2ECzVsLdpeWqQSDZYqPmPt9kHlQ4KKC4nnY/NcvGa7MNYzIBhmyxWy2Wo1gqpqPW2JN7Oe7uhD+0KhzvZIrMerXCUIGUB1OmhhGL5S6Or17BfHyMtICj7AoEvmdVUac1yrzC7Rcu4Nwtt2BnZw9XLu3j8ceexHrlld/DMyCuVDJU4IqLn4aqQNLkSo5XmK/MTYPlH7hCU0tx/oK4t+lN6q/rfa5cMFVtyL9eSVRhZNwFgFuvFJybDLBdJ7SYRKy7AsWWg8ISYKEPYUKwu7xVm2dSFZhhgKXZeGvkQSVLQVffOzgfM8BVs84KDMk6H8+Yj1c4vHzo/d0yzlzdtYLJp3ew2BmveZ2vN25qIZW87HSU2KuCOgFQxXCqGER1afkOCRl5B5HDkMX+aJhDc2h9RsmW94CFJ8SqCahKU7kqirehEbqKKASqGGN3+KZWq32VmNvoDL/ojKPpEL/3+3+AxSMLnP/DL+HMmVM4feYUztxyHotxgZ3lErfcegbnbjkbjCVn4Mz5sybEVmtM04w/+F9fxpUr+zg6PMTlZy5hvV7jeH2EWgqGrNA6N0L0dxiHhHEBLHaAaEUAxbiTMe4kQ0/OwOQ5SxBYeRRYjTu6VgsAayRn7e2za8VVDZwgan2pVitDYCVVcx04pJtt0ksxX2IWCQOA7r1hma38UfaieVTZQvO1k5YFqJ6Nv1ZrkzEIsLvMGFLCarLKF3NJblUpKl06Iqji+SuSUHVEmZbQcgjVAuTZmi9WhXj/KOPJAuTB3IOi0P2CsqqYYMJehoy0J0hSoQsF8mzMYsjOJCpQDP2Xs2DIBZIrMuMAkws7VRwdHuPppy5B8WUshh2cPXcWFy/eBahgva544umvYT0dWYdb9wLA40K1YcdDWanV+sHmnHF8tIaW6ontbtkJvD1LdkNIvXqBMd3FYBUIZClWHmmasT48NFqa7RnLxQ7K8WwJ3QzbClDWaxOOAHSq0HVBGixPaX8qOH/bArt7Aw6evYqyBvK0wJh3sTi9i9XxFVM8YHFLVKOfnAYs9nZw7ux5nNo7jUe/9iguPf0sjo+OQ2npCMgaPw5WqSPAUqF0uhu8AFAvLzW0TgXiIJRSWsdc6dxn0eTS0X6OwfLfEVkpRP7HvBTm/vXIRMw10mLA2GJsp31Tad3UsHzgycrz2sEk7kkwvtUK5NrvxGhZxKpUTDOkWIPTmEMMCT4Cbw1iPG6A5Iy98wt301dUx+1UFKxWMw73r7gC8/Ub3fbjphZSELp24DlBzWRPKUMykBcZSTMSsiXYZUCyCSjTLuzUMKiu4kTpREEtx8v4dQFn+7s78QDgicEKFPHCna638bviFqB/VuqM9cE+0lHGer3C0eEpHB+dQikVy50dlNOnkHI2gezfmV3jraVidbzC0dExnnnmMi5fuozDg0McXt03AIO73gRuiAdVa7g47I9xD2be52xa8bxWzz3ju6u7AK0xoXpQNeRFVgcwwNcCXjWCcPbmUmhdaulGaZ1w61xd63OXhTLYb26z/nzYvB3O63P0sJrtp792TsA4mAIxUwhSJ/FrzVhwF21KUEleRgmunRJoUqMOHzgNp8fQiP3syuxMqIjV8EsK64oMGAqPmrR237c1z9lLNiXxZExj4EfHx7h8+TIuX76MlBLO33oLTp8+g9tuvR2Xrj6NaV7Bau/xnXyNeVjiTcgSfS2KWZNswm5b0zhouKsKYypqFcEHz8vSauWvPC9qfbxGHjJyHq5dKxjKLwHu0vNYh9p9Zp7nDsVQ1hOGnR0MOWNKA6CWd9O/1zCOOHXmDAbvEHz18hUcHpqy1plxMYfkYJC4Bw+rx9z4znA3dYsXOYtw66rdvBGnxuo2gEqsNwvACg9PNzrdC933AxjRzYtcKASQ+UY3vt7mquiS3EzYofFQfhAuvbl6KTSAuYRh5qm/fPWzCT7XQGqLxcKU4OStOmbFXNee/D2jzgVTV0fwucZNLaSUSEv3raUMDIuMxekFxlMj0piwm0YrfqoZWlfQOmOaJ8yrguNVNTitZ+tHTbVCgSBIowm1eW2FKHPOYQabKdxtvCrqylE8pVNzqKBFzpUzckcPjQKoFuwfHOBgfx+PfU2R85eQs1VPHxy1J3TbiAM45oJ5Xb1o4+z1wxxU4IJXiwMJOpIdx+RJd+Ynn44EOzueRQ8x+H4VFB0CsQXMECnwNnb2ykUsyO9xOEHCrMbYycJFFVOBwU3TYG7GMlvsBsC4HK23k7tKVK2fUl5ky0/yQ1OOZmgq0AykpVl2MlQIBlcmplBQBJZSPNSCWgXrY8FOMovgzG7CXIGjFazWoALHamaH1f5zRrCzMM16niCeDGzPqWHVqHpJMyuZb4zalRnbBKvioEWhK1gcJTu96gwtkyWxJsGwm1EGK9dU1wk6A8vdCSUJVoNA1zBX0yA4no5x9PQK+X8NuOWWS3j1coFbbjuHu156J+aywhNPPo4nnv2qQfezmCtIzZIioMRlOgTZKlVjNlqpCs294E2oImZMeAKwWWcJskjIewPyKDi6coz5eI3pcAURq2a/Wq2xk3ax3FmiSkJRde+aPXlaz8gDMC4X0FRY4Mifq55zVXHq1BmsV2scXr6MkioEC5w+fw5lmnF05RDrskKpFXlY4vztd+CVf/JV2L96BU89+TgeffRRKyYNNG7tL29AEKNoLeJwaSpsRktmMSIQmDWZm1MVtvkx36Ygh2DqZA+vNEGnZrHAeQUlj1Nvb900ZQwttw+I5PB4L6XQk4YyFEOoVogFQEsFdPbafmoJzeE96oe/gXeQXoxL5HHs6vUBmCvqNEPnOcIfGACZ1sBcUJcL5FM7uOXWs4ALscVyhKqglIz9w0McHh7jqaeeOvnwa8ZNLaRMqieMy4ScxMq1jGL5FAJI9R5SM6wjR12j1uIFT9Ubo1F7C/xwVJewSgHwcvfwDfK4VJgPALw5m9nzJDAN7dhGQ+5w7uLEgo5p8AzRf121YvJW9+KoBcbUrCZhbZqMKljdgD/SEmElfnHLia4G0qgVE6Xm6nEFUWhS5ORVPCqgaz+NicH+ponPxYSjVUl2W8avUagjwxJUrYGkuQgzFBYvAvVCaoR+0FWYHGnlbpLAE4Qb7Db8+D1j4F4oMBfBevYERlUM2QAKWYH1xPbdErX7RLLFlmbzaSqMgVP8Kn03SdsesPx+WIeAZNNEVIsj5gz5SFVF3XqBViRNyIMiirKyPUtWqO+BdAzl4GAfAuCpJ57ELbfdinEccdfdd2G5u8T+8T7m+RhVV56crlG1QRWmZaRkFgdglVcAaIclIU1q9R5T6jSYxapDLAezRMiwq60bK3PX4kVNXXFKnlcVzNv3OcGUpjq0XDlRwTzPWB0fY3F6F4MhblzJmSyJWAU7O7u2DVlx+x0XcfrMWZS54NKlK7hy5Uq0GumHcj7Zz4Ird7T2aPMxh60XnFQwVTl/nmfF5lNcWHV5BRL/QwBIeuEpLuksjNX4SBi7nE+gbDYeB0IwhVDMcfDzBgT+PbG4E5BYtUKUDw2FH0pah+XZ0XIbsvGlqZgx6MqYhGtGoEkwq7VuKZMl0gOKeZqhsGacOSUsFt8CBWZtzROWewuMi4zFaTi3UgM9lIqyqpZQuJpRqjGaeSohUFhVWZCDMbLtA5PQtPrhdK3ZUFBmYZGMtbgW7UBsIr0i8O8aCFGESESCseCqF/2MqKwRxTxXuP8RvQGfght7YzLOQ9XrFjbhIQDYxHHIAEutKPsOeFsSc+eNzmQyUiomTIeEMllFgbqGzW+kK5NgDGuxgYEOCDcpCl1xakF8tXp6gRIcBlQtULA7KqdtNQwZrWUFdRjQ1tIOiglyUa8GIiYEuFbiioSqhpCyrsKKnIslIgMeW4DRQTb0moglI8/F3KaQruCqpoiniVdkr1DkasmTQndMdYeKwfMgmq34ZlehvNbZSv+Yvos8wNMZAJ2NY9myqdOQadopCQ72DzCt13j80dMQEZw+fRp3v+QlOHv+PL76lcewf/QMDldHrbJO94eJxDlnU+RKCdgyhQgZqKrFBgfxZNUEpCFbrpsYVFuLMfWUWOHXLHBLK/A+aUnQkWVMJsHARbIIewMJ1lHgGIq9W05DdbD4lZqbu6wFQ15gd3cvWsFcfMlLkCRjvVrjmWcu49Lly+1FyNNdkTOvC5Clt7IiqQ2RR+nrof2ZU0RR4jiTamedYYNABcYh1EbeGmGc+N0JcdgpwB5/QveR72Gnj4HFhIWlwnKCjqNX+Aegs71THvzMuJvfeUWc5drKGHHzy1xQq9F38sKxZZoxpAEpD8ZUkgGlMAiQBRNmrEvGvHZLS5olaJ0aRiyGbwEhtXsuY7G7Z60KsmAqx6jr4kLJyvAUL7AYGi4AkYWZpjAjBjCQT87W5Xex9EMjDQlYvd2DCTnxZl72XWPS9m/tGgcG9afsTFC9mZ5uXEJ0nZ3tGlW345f+j5SSz8FjNoAzOATjMQuus5rYCcMtQ7hFAwFQvFxQMsEGr9CdkvXPKUVRqlUMsEWCV9WA5Yu4iW/E564RYUFV2AGruZOtGomQ8Krb03p2V58iJ4tdlGJuqTo7nDab9mUty8UDrjz0BjtnCRoGDVjGx/auArVgLhXzZLXD8lBRpxEqCcOQUdRaekxHVnl73EVYAZrMGspZHPFJpmGWAzu5pmxVTXTtMQjvNyS+dqWqu0/djlJBUQ/Es5h3qUC2lhmlFlTfvLQ0F2w9pqSxPZzngq8++igO1se4fHSIe172MiyXS3znG74Tj3z5S/jSl7+Eg6tPoZYZ2YlB1Zi6JAGGjDpPlpDd7ElUR38OLAfkmnStVglbtAKTAUmgVgLKQhSmNJiyVFDqjHleYRwzRBY4PjoCM2xSNisxD9VKiMmIWtcu4TOmecJUZggSkgyoZcAwAGmAaerTCsdHBRfvvgenz5xDSgmXL1/G4197DPv7B14DU7uSPraf5j43NK5qCqbdSqv5vik6uWU5lzqF4ePMFljsZGubkiw9wbwTBFMAzGXRboVzQM1deRNfO3NTRIwsDCYXlLQ+wz/jFlSiCeo8ClkgiwXSbArE4MoElH3aNHhbf1/MBQzw64ay63VO1wWSEsadEZJHIA8Rq2uNSQXDOCIPI4omi/8Pgsyq/cnSN+ZvhQKzyOruLUuSnCczL8u6oriQqg7flcB2Ek5rGzwMKULvwyDIIzAu4DBqR4ApTWFTcFIxZl2D+JvgaQRPcx2e1NMYi7hNb8yruRkBY2C0uNxz1nkrmnDb7OnVSUuYsGWBU4keeBqXNINFG19Xs4mGvMA47mBnuYuqx2bhYBWWEEs/aWnaHasYhPsjtFYerDbFEFI+H8svqRvzEm/HYYvdWVcx143p+xw2f6fKedlLV1QUqVYVnC5RHtWaAnVZTZ61vCVWRhXL3aq1MQ/xSdFiI0pFUncNIcTScriYo2M5nN3vufdQUwiobfemDdfFErSgqjg+PsbVq/uQccC5c+dw5vRp7J7axdmz53HL+QOU6QjT6thrQmrMlVYnUX50eWlHT7EntW0QwR0ILwDiTAXDg5LwUFUxLkaknLBeHQOu8ecBGLxSStLstQ0nUAhXR6sxBylnKyZbvPJHSgOG5S52dnaxXC5x9eoVHB4cYP/gwEsfUUB1BImOZoghEIl9Es8xgp/hjaPXCw0grMM0pMizSl39yQ3XMwgN79axUzaaRUZ3YiekWPMvVjhUpI33ARC5TyYMLF5sLlW3yKuha01EUZlTT2yv7X2dGpwAg04MQGIKGZyuhaTJ91Y4RzVPhORsgCpfkwCfnXDDfr1xUwup1dEKq8MV4O67ggRohugQoU9i+xWuGYsVRDWaVZzdPY1xGDAkgYwVMhRM69kLN5oPv9aE4jETbkak2VTEvRijICMikUFrmMPWMFAsiE4fVW2ot1IrREqUJGIMo5Rqrj+na5IqjaIgVEnY21sYbHi0VuulmAC37J2K5Ix3Vub4JKu4MQ645fa7cfrseZw+dx7PPvMsDg8O8cz6MUBmQKxKey0F0/EabKmts1eUFmc0AkOywec5e7BdzNrSWSO4yy6eOecQXslbpggkWi6wPTyTIAGYR9ERcwi3jR0IiGCeiykio1gZo6womlHVKqxTEbh6xdqPjFkAyUijR9TU4lGeHeQlm8z1Be9hJurQbABsw54zAp48jBlpgGnsYre01DvXuOvG7plwcroQwONuiNYzpvs4HYT1qNi/cgUHB/vQUnD27Fnc/bKX4tbbb8PdL3kJ/t//eQ5PP/UkHvni7zuNAMOwsHYQhfhgDbcWVCGDNRpMKYGVT1M2d+iQYMwc8GrdTG71/Xb6yuMApIyiwC23noOiYr0+wHK5wHJnARkWgGSoZGSZoSjQafZ4rACwFhAHVw+QU8aZ06dw5fKzWK2Ocf6O23Du3G24++K3YTUd4cqVy/jDL/wvrNcTymx5EULlMRi8/VxqNYtoFuQhQQbB4pQYH8gZR1fVK8Ebz1DGV5X3sH3IiwF5sP51ZS6oc0GdOjHC1AZyIWGzUBiMn6TsVpbAcsS0UDGypob0XnTisddrg/+oV64Ysinew5C8MDU1RLUUA5iml8OlCKt5SNRm9TDENUKESL/UivMWcyOKiFlvHhops2KqEw5LxY4uoRgxqaFsl6NVdgnA2fOMm1pI6eTFH8UQd3lYQDUBJSFFra+57akn7nFRRYCUK5Ash6NOBToVrFeladROmFbV16sdVN1YXzvC1E6dAfXr34EWAGMGi+UQ2nWdGUA3DWRwS4h3l2TB5cHzGqLopBM442e0+pznhIafFBjyYNdBQ8ByiAC3XbgDp86cwV0v+TaMyyWGxRJ5XGB1fIzlcoGrl5/F/tVL0DoDmiJHLV4QNhdVsUTF4gqjePgPhuyqqphrQc7ZfNjZGHdxeGzEBQmKcKQZm0CKTziUT3GNlqtVW6a9hjIC6Jy8dp1pvWOyQ13REH1FYb1yJJlbz9uzm1DVLn8rgeW0NGqaKRicZkWMopZLZwnhbS5dGToHMjToOaBhdNuNPGmYsizDYmIwdyitUKhAS8GVS5cxrScMy4VVvT9zDrdduAO7e7sopeDK5Uu4evUK8mCgB6tHmDAOgwXF3T2aslk7VRlXk3hP76eIIQ3NikZCShnjYrSK7wCWe7tWPTwni11ohUhGVevBpsXqSNmSJgxDgmZL6u5gNDg+OsRiscDe7hns7p3BYucUbrvjLozjDg6ODnH50jM4OjjA+nhtrmPtF5lWnTrcXCCpNgBcFk/KV8xriw+WKTlymKCCZhVpd3aqWoWOuhJDd9L6gRrYp9IC6c4y6ubvOjnQYPg025y+qGWHbWME0slMVw58XrXi1DThJVcPsJirJUUnQU2CKSU8KQkHIjgGwBJOUs1NS/Q9PT7d1EFPidaKOlvjNPE/ZikmN808bi8JuSoWtWJZChIMdbsoiqJqYJgXMG5qISWTNXiTPEDSgLzcjQRTgScl1glsoEekVZ0tvpCTeK23guJoonkumFYVtQpqcaEAibgMXT6qdpBbwMeIOSWvwUbT2X+XvJ0FTdxxObomrQ1ZVQ3tljyDHzC4tllfwOB9pFJK4WevPq+cjTirVmuBAACVQAG0VgOqVvQTEuVRVCvuuOMizt9+B+586ctMkJSKnd1dzNOExXIHtSr2rxyC/kjrFeRMUlJYeABjdzDrcXBXlzM60w6tBxWyIGeral5n97ehuWihQg8tCNCAahQr5fqaly01BkHb2bX9ooCWAVKBqhZ3FAVKWaNq8cK4FnNIKSNJtl6AHsckkk+TCRRTozUcY1EHEm51yeDlzhRlDbRuz2hmr3RCqiKsQRNSEpBnu07AfCpl2wWIWT99HTkV7F+5iuPjldfuq4Bk3HnHHTh77py1lPjyIzg8PEYeRwiAMk3IKSGPgjQaTc7eDwoCzJO1UxC6XdUTrHP2ahCTnTnY2i1GweQAk93dHasKr2rCn+jGKphmtdiiKqAFi90dDMuhE1KV2BisVseACM6cGbB36gxSGnD+tjsxzzMuP3MJzzz1DA6v7nsbD06zWUD2AmYJNoCNG/PJPtNiMRKdC+o8gG146NKDJ7M31xf8fCrmmR91FjHouu+kkIRoibWMeJkLmY0YEa9V3RBq4ZAVzqP73NgGdteKe0rF2Vmxo5Y/No8Zq8UIyYInRTCp9znzfh9Wq7CDjNBrEZao/6jqPcMsdUMzLcaYkCkkFRhTwk4p2J2BnDISEhbF+N66dmvxHOOmFlKnz96K5XLhzFJRZQBr5w2jEUyZZtQ6o1TroWPBQUXJgjoA06q4+y6h6hKqyYK5OZmrhu40jyGJSMQSLMk2IeXRcn+0oJS1OYeYze3fSTljGLO73QSndheY1gWr1QSRCToC4+7CtXRxi8XMOfEAE1syi2q4JphfJMlcZjlnjLt7qBWmGdYZqhXjuGv5SPOMUszvn0AXQcHx/hU8vV7hyqWnkYbBUHfeenpazajzCntnlpgnP3gCz4oXrPePARBwIlGUU1ygVmUgmpo6HPlVUeraqHCZQuhXMQ1fZ2/jnay80rx2V6w0zZgpBIGGGq23jSTv1AyLGTAnrfp+ZAhS3jNU3G17AKwL6/FqbWCO1QqChDwusNg5ZW1C1PPT8gTJSwCmVeZcDTo+TKhVcXQ1A5Oj/nKKzsbBIano10pz1wGc4vMwLppGs06GHa/H5AVcFYAmRdq1958OiltX9r2ymvHk176GwytXcPnpp7C/v4+9vdO4cPFOnDp/Hi/9k9+OJ77yCA6vXsXlp5/ytIQKtmJYjAvk0codlYGCBGHB5ixI4wBZLKwiepkDxJIkYfS2EcfHx7aPRXG8tJjU7t4ZO5Nzweju4lQTFlhikCXyABSZMZUVKiYUFECWGJdncPaOOzHmEUkFTz/+BA72D/Ds08+iTuaq6vXysPEJHErSzrBfEAy+Aqu1V473JF5kWjKmZCR2EQ0khZ9tCKLRJND+aLN6WgwJnevOYlQaQsCbs8J4S8SDqPGpbjyjWVrShIhaD7bbEvDSWvCnZmXY3ty6K4GmhDsWI46HhD/MA55Q4MuqOKiKSeFnVUmKpoDUyoVwYIwBy7QQXp7MsSCKLBWDAC9fzbhVgW9Twemrgh0Xfgx3QBVHteL//vrsPcZNLaRyGiEpGwRW1bs0uDRXmvZeekZLfBbBfMIzoc6yzbEeB4711yRihPZZMii1uQpywG6tDFKNWFIQcjIhlfMQwXCLQ9kzcjayy2xkI175gk3TUvaAbgHr7uWcwiKyh7i1lDMkWWZMzuZLczHmR8t8xqrVk/DMAlmvzVWyKmtIsgoX6q6TMinmeWrBWBdSOQ1IkjCJWat04Uny1gdmRkbcTiQb9FUQlRRQslsfyRmjQIeMOhUUzAZmyYJhucBaJrN2WL9VNJggc8jSIGBLiWhemZJbJ02W0ZUhKSGnEWQaUCt4m936HceExcKaBk7TjJQUNdn6A2bZ5EEx5ArNRku0GMHKxMkFd3Zlo7gbyWOTmtSRldp2SjxxPCXkYYiYZSqz8Qtv42Klu6wOYiAEVVHXBceHR4Aqxp1nME8zTu3uIucBp06fxulz55GyKU11XkHr2t3NAkgy93DmWUIwScAZvtOkB9EsXkblJCUwNhWeq8jLWkCLucoMsOQ7UeFZC17po1rcbEiCvDyD3VOngTygFMU8z9i/coCjg0Osj1cgTyWzb5Z3s5xOurhJCApxRtwUyhBxxlX97+QWhsT++CMjOdkuOGEddLfTMJ9pDWkAF7hvClbvQLxXD9bob7vxKm5aJQFuA3ArgL2wrkyZEbfkduaCPa04qoIMc7g+rYojKA5gUCkjpRCHPC3xM5+VAOzVikETdqViCWBHgIu14rwCt6pgV4AF4DFs/6PA8K1gSc1zQa0FtRjqzISUHd5SrKRHHk0zLSW5dQMgWb8ZFEUSW4JS1f2rEuwcABijpmwxzczBBsWDtJiDnofFYBZCmeJ+cCTguiJgsfv77sbLCcvRtPIym5WVRIBk+QxFZ4gMUbgTqCh1BlJGFYl6YFBgWjtc/uCyKYMpWTC3VtR6BMCLrToAw6pfG2OfV8f2nfWAaZ6xXs8Mu0BhVlNqpeKNEYi1dpirARRGjJCakKpAYJntc6o4WhtUeRzUa+l5zTQRaF5AakJW67Sbx4S0N2J9uMJqmrEcRgzjgMXuHqBHmKaKtLs0i2taQx0ymwcrYjnuZpSpWPJpdGd1VwNbtAAbSYurwwlsYLk6XGGeK3aWA8bliOXewsigVqxXBVaH0Euc0WXpLtV5thhFSjMEx+YSxoAk2WvyjUgpYz2vAVGL1SxNEK2P1h4jFacbIC8SWWLA81EnqHj+NxnbjuDocI2Dq8cWXwAgecC8nrG/uorV8QrLnR0cXb2Ks+fO48zZc7j48ntQSsVtF6/g0pNPYP/Ss5iPDkMYDQtXBmoxF6cHD+18uXZfFEksR2ae1gZWGnktFa+EPGYMeUDOI2SxizofYMZsFe4BAGLllHSNOVssb32suOWO23D2lltw7sJdmLXi8sE+Lj/5NA6vXMXxlX3fw7Th2iNS0fVNDJ4wqsxpCoHrwwFOJGslwaPRuQleW/9oYdIh3lRyxOYo44jgVV5KayliZuhcfe2cWSUWaXGpzhKjuAhm03lqONlBgT8D4PagHL5L8dSSbE0oJ8U9mPEyEXxHEnwhCZ5MwMOi2If9acn6XZwX8HQLYJESdgC87HjGGQUu5ITbteIcFMtqoRHy3BmCYTnE9Hsaeb5xUwsppAGRYa1o2fis9CDw+MyAcXSNVMzVVL1AJtxqgqoLKNP47bc0voHqeEFhxBWAVC56s2aqb2oitFzaRts5yg1tI9aCmwcFDn+t2oABkgw9NkfVahhkemYiKQC4P1sIX7X5RL8oEaiXNLd8Y4tPuQWPUoHdnQWGYcBiXAJHx5inwwb0gKWaKiybnGtTPeiaFktba5hrbwKQ1Es4qeWESHbLSpkDKQ6JbZqZzgVSC1AKtMzQZK6/oorVegXVisU4IPC+w4iaBp+H5TfVwxKozAh2K7yihse8nJH1AWq+6VxbcdxpLqjHa/e4tPqOydEcDdnpqXhm4ljdyNQUHkFylJvl17EHExsUqsJ6EgnM5cn9D03T1sBexILySMzvMQGZx4zF3hIrFol12hYRb4d+jGeeegKr1TEODw5xer3GuBixu1wi33EBZ87dgv1LlzCtVliv9lHmGfM8G+jDD5dVuBeMy6XFWSVj2LUWH+tjc5GPo9F3VUVxAAUgmKY1VBW7uzuYp4RV5smCW2EGrjh/y3lIzih3KBY7S6TFiGeeeQar9RpXr17B6vAQ82rtQokbx3xGb0qZE07tLjGO5qVQp8NpYo6ahoJGLa+W6h6AJgQE7p1IuVXJqOIejUqiacpCHzuCerK/eSHISUScWDpkFeNWSTz+5YqkxfBcGNI4J0U4bdW4B3CbKm5V4DyAPWwYv74G6uCkThirQrTijio4JYpTCbgkiqcBXFLgSIHLXCYoziUrAL1OCQsodqD4Nq04X4E9VeyqItP2EriSbe81r+llssaU87eEkJIESaP90yRJ+8iZT6mKLBl5NOSRiDUMrLWgFEuWpLZDl4GwcZB6sisUiqEpMHAG4P5rcdSXEWJ192ALkapXpxUI2CmYAgLioQkAkByKXuIhSQYPV0KETd3q3ENNB/Q4P1oyYKcSdlUsUrSLhSdtKmRcYFgssBh3MU+KY1lHfM+/aDySAjrOmUIYhKfWp4BoSwJIKWFA66FTqRRoc4FUeMM4KDAx6c8wmqiKeb2CQDCwx42Id2KFx58s5lhqgW4oFK6HduVxKhQzM+t9DcWJiAKqqgn5aVWDriyS5QVjtemWRTsGouZmTfQzuVMLMkTNtz5eyf2WnOMw00zSQD+5c8iFayhlrq0LLCF8WI5Yr4s38HSosZj1XsuMK9MK03rC0eEKVYC9U6ewd+vtWJ47B6QBKS9wfHgAvVqhh0eYVgrzYRJVaa6+cbGweCQs3qdaUNVipIthcCVZsfL+aQpgWls/qcXZjGFInn7hicwAZBiRhhGnz57HuFxCFwvMZcI8Tbj0xFM4PjzCwdWriGQ295iYICcAqEBSxrjIOHNqF8vFANXJQDEQHMEqlgtMv5VBvAmjoqTibszk5ZsYfxuQckZh4qsK6iyopURYwPqkEU3Y8szyYGg3Q7oZQUbOU20Fb9XjjIl5VzlhhkF0xWldhe5opwjnDwSmaK24vSheKoqzCix7/u9xCoUV9e0OtfOTivMAzoniNgWeFuCsAF9TwRUXVFYJTnGrg7ieloQBBaMq7oLivAKptiTjjXSGbG7dwnJgyWi4wVyee9zUQmoYRsuvAXwTUvhdUzBBjRbPCy+QuE4zLFNmBFtUQFvcqUgXxXFmX5xoRatbLAosXJg5cQLiOTpqmp1NC4u0i6KKqRT7HJyXRPAfCkT5QCdAMqpMiLTJIsCrAfAenIO4VRZ17zoa0NQsGelwtBmCDMXq4Birg2NcKldN8LKIrs9D3HoZtFltzAuKKcTDyLTFDRWfCKF6AlQWpa0dc/a4kVR67CvWk0nDwoRfKFQmDxh7snVFpBzQ7uWKbA4qDoKcMirrrQkcimuBHUFFHRd+uM0tR+cJq583hVm7n4rRmgxY5RmSJ1T/b5Rs+0u4uZIK2u6pwiwXWmhEcYZA9F3m+npwXgqgmpABLHd3MSwK1of7RrvF/FPco6PDYxwfTtg/uorFYoFnTn8Fp86ex+7eaSz3TmN5y1ncctt5THPBNBVcfuYy5tUK0+E+pvXKAEJFsC4TVsfHfBGbyygoCZhXFaVUTEet9s9cFXOxOokp7+D0qYzF3ikMiyV2T51CHkbkPGCa1zg8XuHSE0/g6HAfq6MjrI8OrToKQTLwWKQvCqOuebmDPI7IywUOp4rVtPaSWwLx/DiFkXXxCjIb0HEzN0AgRBbBNE9QYcDPYnFqdZgs5usLOwzjhuVu8SXbyMVi139vDBviwAO/jgnH1VvVQKyKhcDOhQwZachWkBiuNHtVmlIVQ1WcmgtePc34E6Vgp2rkh+ZxREoJ87w26HhhGd/mwotDq8BiVlwQi2m9CsAawJNipRkLgJdBcCAZ/2UYMSHjQAsexYQJFReAa09cFuTBPAuViQV8+W+FmJSZ8xnE7FR4wFwUiZnXQPtdtuuGIXm+Puz/KjSOXOnoltqFFF16SV17EUVlATpUiIMcopinNDsnZ7NsEmClSWCklsQLa5JYaBTFXwImzaiwtQicmfv7hQovjd5iNG1dup+vQ0pRiLMU13w8uCliGiHrh2lPWLJ5p1gl4UTR3CRdxQ0qFf19yIDbJpjWqkoG7u4tCiJtVkiPn+K7NiFy7VqcXAfbq+quLcbduLfS/VF3u3RVGfoVUMLDExoiUxsj0oba0hNa99c7rsFGYo3SxlPNFdkuztm097wYLf5ZWoNPi9maglNW1jLhai0oRbFarXG6VIzjAuPOEoqMnBN2Tu2hLEYsFgOm9Rq1zlgsBPM8AWmI4rpQq96SFwNUKqQoRC0XMCXTmvMwIO/sYTlWjMuKvNyxXlQpGzpvnnB4uI/j1TEOr1zF6vjQBKNXypAT+x5Whads5GF0K9W8D11hE/Q7Fg6X2t9H2iK75cG4H/P3TLnQsJpDYNKaoVILxJqHEuf7z1hSo5oUoI7sTVwludWhnvifHaSSM5IqllDkWpDU4oU7amCJ2wXYk+v0p7quW63xHIn1tOuyWvR7Bxqx+KK2bud9FbMIJiRUAaY8Y1aXZDwzwcv4jxQeHJEUOVkvZNzUQmpv19oR069vuo56KaH+SCO0UQAYk7eA6K2WgoAzZ2nopA3m7gHkIrSTgA32ot5OG2S4Eoc0q6CImPB0dY6tQSS65tqp6r10Eu8CmLsJLcESzqHCULH7uMz1e3SSzxJQ+lXp5m+CIQ+bH4kIFjsj1nPBNHWlZjZPQrcKKX6OFZLG84MwPe6nqTsgPPzS9ooCL6XBBAlKfNcUM8aaOqttY2ukf2ibm2hbOgFqFWtimQzVpqnllQVLUbfvtIb2Du8K2//b9BqL2ZTi7R8KtddNgRT8Ee1zrlVAgQWeRGo0s1Hqp1s3vmpOGbunrNX6PE2YjldRjcAqZFuu4HoumA9XuHz5AJIzTu3tYbFcYO/0KU+a3cXuubMYxjMYxx0w7lPXM8o8YVqvzL3oNRFFCnJi7coEnRcGnBgSZDTE6LizQIZhaY/nCdNqjf1nL+No/xCrg2McHF/GPE9W1mgDMu4tJ3wB6S1LAgzLEWkcMMoSgDXkrL6CCbm58rnXvnxhVzszVd+MPFqsuahat+LS3cB5QkLyOLHdzNqddHvRKyNOq1ZpLUGSWjNQ9yBoNh6x3B2x2Bmx2Blw+ZmrmOeKhORWU7GzKIILqDi3nnF6tcYCCWcAfFtPCu55qVBPQUGsG/vrBm19Xe1IqQ7ifCfEc60ejxOLi0pG3Zmt0sY8m4dFSKu+Bu4hWSyWoIs3AZhZZfd5xk0tpACA7q1N2mgr334voYHHr3pmpo0huIgJuKTpn6kJA6E2W4OJ0cLJfr1qatwmAUkVI+DlRCRiYcrfmfixgH9M3oPk/Dc0XAQktORBdovD8I7VYmLM66CqlGwNiAaqjFug8XHpTjTXQAsgalBtGR1UIk1r5HeTSvhMlSgzsYU2uHRTQeO9ImGQTBd0lGJjIrE1JtiVcwXc9UeVsHYwcwpjm5OFclqch6FH07grSp0w7u0gLzKqQ/NFESW2hO1MEG0WN5SA0FgFhlKck8c+q+WdBaMjHWr82I/Q1L3BY4orxQUN/21rppV71v6WYmkPo7kRUEtBWU82x6KuJBkt0BI4PjrGtJ6wOjrGweIq8jhi+ewe8rDAuNhDHi3WNqQG/JDseVOLEUkGJCwbnRZzjKpaB+mqinKlGDObJxyvjlHmGaujI5TJuvqWeY0GSujsHwWi/bwAeRyQsoGhEmNcsbPOfZ252nJLR4/82BQzur2okJbqeU++vo3ZOsmLWRh9Im5sT89f0J4voXgpC5M4fTHOaICu9XqN4Thbc8CiXoTVvnl7TrhVFa9Zr7GcJiymGVkSRlDFpdUk3ax4LpxwknTr2wmq7l1089vdOyrYK8wxVagK7KcBpxIAmePKlk3WXNZl8qxnX5Om6D33uLmFlB92bfQIoLNEVDqLp/9ep+eQQygamCHklQRRi7ayMNQSWC5G6AoT3tdzKiJXqlUGT96uoheqwbu0/8E/k4Ro++3xLqM5K2OSghyakBIqnHEqnaG7uymqB9R2cKPobqLg6cizes6RJ0TaGwJU0RrjtpdUF9Qun4MnFyLqancMQimg01Mjc7+/jzEAX3XuX2qsJViCu9j4O9+leM92hH2XFOHqVC0YxoRhOWDtKQ2U2aLwgPrmnvVxtkIgRgJksFqN01wtPpoTIpm0S+js59MWnBU61G/NGKXtP4WnhiIisQ+NPh2gkXNUka+1es242ipa+BporZhKxbyesILiOBtCdThYIOcFhsUelsslhnHAcmlI0GGxgI4CpOQVTXzHuQ65eEL4jPXKurIeHx2jrFco6zXWR0dWZb/MTVHsFUz+KBqf84ikcUAeMoaFpQhI91W611iVhOxWSFPcxg2+wUdJqw+p9nMX9m3TJC1d40rbZOvCCblS16qKn1RsFHOZkWZBWlu6iVV2KHHXXVWcqxUvPV4j1YLkYA2R6N4WTz6p+EAEvdsvFKx+TrFWJ39GPEclbVq0AA4kYT8lTGICJVMgdsOq8MyxcCl/iwgpQq7JNEwjNkYaDZQ7k5ICy4pUU3tp8QzeiEQqCd7ZtgkJJoSqAInuIs+DMgVJIMLipV4oM0U5a88NoUVjVlTLnWAJI2naNNR90sCYxiixNHsuUOlOUKGwbFLaW3R01mYnCKXw2tosKQJDgqgtzkaGUZK7AZSQfemMAm2IObFVq0WDWTQYdbeJDrPdcGuyMIPA2q6T+YkGOkr8ywPVjTg32owKZa3DmJ57KTlHe+Y0zyh1dmCDWjmX2B9+V+NdN906kTjj1pV9Vks1FOlsCNL1+tiqNOTsgXjaY5sj5g4B1Pt9iRUCFiGN9VquuB/J1imTHMbQciwdYAB2Fjuo84wyTVitVjbHMpsLiiq1C90CK39UDo8ArCA4xD7RZ57FKSmh9WNz2u+4o9Wdq55wXaNoKWtMSu+H4rt4Lhbd3kTUSRIr6LoYkcaMNC7BGFUCq2WQ6psmb/22fY69QElNnPMMS5JYh+AK0u4oseZ8EN2RVAAbb1YAbImT6X1QWH1QT5kAaSlunL2btn+igZCHqGJxNGOnVuSJgKl0YkLXoSWfDJd6Q2nn7+ONN5WEk6NC8dUh4/GU8PRqjdmWDb8HwVcVOFiOeOVccHdUojAeiEKFQRHqvb5wIXUyD/s5xwc+8AG88Y1vxJkzZ3DhwgV8//d/Px5++OGNa46Pj3H//ffjtttuw+nTp/GOd7wDjz/++MY1jzzyCN7+9rdjb28PFy5cwE/+5E9i7vswvcDRWkTQTwr0usAGAUhTaIznucbvB69lQotXG2AlBPtDJJ54ZeiUWpVo8Z9zSsj83K9PGQFrTZI88VMwZEMcZhEMKXmPG3+2P485BUykbQemMVlj8PYnefvr6MKL9nf//v1hizWJ1aN2zefzt0Sx+d+8OShNgP7EUB71CrL0T96YjAsiBxsIMzH9um4LY0/Q/ZHu741/e6UHbF7eXFX+Q/UEa7qNLLDbrRGtFAGays61QKwNlQ7+PrT/DW27f29t78TVEYTwj3cFLdjmkpL+m/07x30kHpOQnPas6skwjhiXC4zLhfX9SXRoKljRJCph1wqtxUqLOSR8mlaYVmusj1eYjleYjlZYHx1jfXSM1fER1kf8c4z1kV07rdaYpwl1nu0PLTvH+6vXgax8tltCkjKGccSwWGBc+HzzYD2KpK3PJj0g1qSdo9TWpD8bvDb1H5zgFSdoTTae0Q6ZYPO6oG0/DAqEUL/mkHYUHq1bunOiItgXwT5M2etbxrQ/2niio0aiLQ4PYT8X/jv4KM+sKYOh+NE9nzKeTRnPpIxZkqejCGYBjpLgiZzxVE54JlkzUe1cqe3+Gs99Dnm4Mb4hS+rBBx/E/fffjze+8Y2Y5xl/7+/9Pbz5zW/G5z//eZw6dQoA8BM/8RP4T//pP+HDH/4wzp07h/e85z34gR/4Afz6r/86AMPpv/3tb8fFixfxG7/xG3j00Ufx1//6X8c4jvgn/+SffCPT6bQtg1VKGoATmpBl8McXEKaXsxZ234X3+hIIZLBqD7V6KSVUV1YFmlNoTObyEk8Y7oK8YFfZXs0RL4PEHCA4MXptOX8f5i2Z9k7oszHBUi2zQEuXqOsKc6LVBJucaWDqMS4FTbNwNalX2fB32dCwOkyArWXtTJXeldC/H2kuucbGiuZe+obCEgKVGpno1fvdRPwM8KoJ7TDZljaG3p6V0ewsBnobIKZ/oWaZcvN8NlWhq7UnqS6s8OowQNbeBPA66ElqibL5v3AHChCKBi2H/roQ/mExtd8b2FS8RBGc+XEfunXvEr771d88+IL+EgXrTWaMiyW0mntvvVphmiZTFLVLv5DeU1FiMsqEPGUl/No9uv9/P7eGiusDN41f1U6bd8E6DMh5wGJ3xyuKsPwYacN3fGOvtbPmXGR3JcqactElKEir4BEu7Fg4uq/7R/QMVtpf3fmLQWEfv3faS+Q3LSnYeFK3NrDTQ0v5EVTMKvizqthRbcybR/pECQuRjaW29ejWj8+owUhOju53koFhxFeGJR5LBD/UUM5mKB5RE7xHqeD/mGY48P5EZQ3pj9ILGqIvtPPUdcaTTz6JCxcu4MEHH8Rf+At/AZcvX8Ydd9yBX/qlX8Jf+St/BQDwe7/3e/jTf/pP46GHHsJ3f/d341d+5VfwF//iX8TXvvY13HnnnQCAX/iFX8Df/bt/F08++SQW7mN+rnHlyhWcO3cOb3jT/4lBBhjCS0PX5wYIELW7uGPaCSlxAQQ42fp1jLdEgh61JhjgQaCRWKfuwxbfMOYvqWpoZyzcmRQQMdfaYjliLhXTXBtRd8TPNuE2T5sj83oYmAbUIe0KT083Jq1pU2tBY3G9i0nFCCgpUEJM0WUj5s8M9coYY/XfhdZ4guJITZUKgTatsndDbroZ7F8xukoL/Et9DSMEIyeVj8rHBXOlQIN2sGGfskCwXk2Y1hMOr1zGMA7YO72LvNgxl9zcYgEhnGDzqG3y/C0YQ1K1APg8zZjXM1bHR0hDwtlzZ6NPFKTJPlZ75xOiCofTEZOi2tK5pdTxlSo1lgra5kUXLxWEjv0G/dZqRWstNrSOxF9CyytbOMBd10JaosUbM29LElvZsxbSKXUdbqQNJrLSUzEO1tkAqfNWsEkjEMLU9lr9mDoFa3MRqVsswgR3nud+PtwCbavUdrx7Jr/HlyR9o/0s6QSCU9t3GlcCJZCzpe4bcf79VBBwIQa+ursUfN/RCstaMVQqjLw/uUM8uKPR7va0pFDDAut5poYS1ua6vxhwZVzgwWHA05Iw9XcN157gvCrOq+L/Wq1xtlYsNCLC6IcIsFLg/3fwLC5fvoyzZ8/i641vyN13cly+fBkAcOuttwIAPvOZz2CaJtx3331xzatf/Wrcc889eOihhwAADz30EF73uteFgAKAt7zlLbhy5Qo+97nPXfc5q9UKV65c2fhjL2ruIWqHIikWhKUrjWeJVzNvB5ztEHjYxdRfg0RLi7sAcIJKHgOTIM5os6CNaVS19u81rDw/T5WCzf6QsKsagyi1oLi7gyV7jJSY51JRXRRWbQI1QAlAWGY8JY1vtQMVh8DPX6QDxf9dsEqQaNMqhceWtRdsMTddH/6dE+43+N6EG66j2VAi0D2QLpXUfSfBW554cUv/d2tfjfg5db9juwURsTwUf1aZTZiwTXxi0Vh3kWxogE1eNGXC95bdhmtRT5hUrwY+YlwsMY6LQJ9tKK3tNo2xEMy14cfh3rXE86ZaaswrhBco6CTuFSV7SI8FHk4zC8Xcad5HbBi8HFBqNOb0WLV3zRVvxsg/pFsE8+s/Y9z2mvYVrPSQBwzDaO7IxRLDwuo2Jroj4+xo9/UORRq/O0FLfo7iwg33Ghe/0X/7L5342z8nL3H6Dr7Qu/rQ/0ndnUlHLXfOXq1z8cXZPcGDAKhYSaIiErpNCP3Obdr3pqr93nQxv1C+Trg5KcJnEcwiKElwIIKnE7CvFas6W+6Yw9GN5s1NewDgGQgOIVih0WrkjbmA7xXo5xt/ZOBErRU//uM/ju/5nu/Ba1/7WgDAY489hsVigfPnz29ce+edd+Kxxx6La3oBxc/52fXGBz7wAfyjf/SPrvm9QDGMCdFIjLqKAIMYaVUpVpFbxHo8qYKFWjc0G1RrcQwHMjiyyyp+e902VctQFwvIU5lLZNIAMkZjCrV6fEqgyNGzBZ6DdXQ8ASkhDyNKsermOWdrthaQYn8r16RZJicBNo8KyMBSK+Y3FgpR+F9sJR+n2MpECQCp3scqWWFK7mvOGUPO0JqdMZWQakQ0jsOIuc4oZQbLQ6kDu8K14bwhGEBmslQT4knM3VChDt83q05Y0JZ5ZVXb7bBp4VnZIQnt2MIcavXrIFCk2L9SisVYpgnH+0eYVlPUKJzLbNU4JCPNJRQcLmZp6HWY3/46TFdth+wvxXLvFCDAXAT96EPG4Qo1MwyKrvQTQTzkKW17wSThJjebYI3a9yIGWgDnpQBpHNwzL9CqDjhaLCDOSFLxliqlti6+XnGBcP+Is4TyFSy2+6kJY8kWd82DKZhDHmH13JxW0VCPZPEhmoguFT6jNfFU9jXT/tmb6960KL8uEJsEAtmHGhOWa563YZmIxDXck2seF0JwEyjAe5kyof4bPof/q1GBZAbwtCoeFMFrUsIrAUiXJxn2Ua2hqJ30pPRzp9BUmLICP9trAa5C8AwEa1g89HEIvjoVXEHFOrZh03MFCFYAjgB8oRbcpYo/3d4mrlN0SNkXMP7IQur+++/H7/7u7+JTn/rUH/UWL3j81E/9FN773vfGz1euXMHLXvayXhcK7aMPGPP3hg4yJ7B9R5vmw3iANjdYYudVQqVP+qSlozs+JvbJCEUgQPiiu6z/mJbE5aGV+T1NO+MLAXSZZerbNM3jCzBrEu6q86Bns2I4VzsUbd0a2qbhFLx1u2u4JqRdAsF8UULiV38GNTL+3S2VeVDaQelz06T7XjDp9k2o1CgZRVet8eyTbki7CdeFMT1xF2D1axUwi3WeMHuOjh1Me2It1Q69AFFNvAtmhWNnQzC4wNJ2n/YazWprCdnKRXGgZUsiBZUiuNXDPevdpD0bvY7V0q0ep72x/h1Rde/SnK69LQFRWL3bhCQKzdn2o9TwCoSrLOiAoJFNDGI/r9YVO21Ywv7INvsI1wg3oL27/64j6xOxj683mpAhHP16X5P4X3sWV+eEcdN9oT3Cj203W7+PdnvTJKFNvrY9YkJGir21+60VeFIEXxPBKIJbIBigGMUr2vBMdi+xoSqICZLZrzmC4Kp0MWkRHAE4gOASrFi0iOISBAfSIZhPrky3JgXAUwLsQmCVNLlPjcZUNyHxzzX+SELqPe95Dz760Y/ik5/8JF760pfG7y9evIj1eo1Lly5tWFOPP/44Ll68GNf81m/91sb9iP7jNSfHcrnEcrm85vf0lTN0FAH6qPoA1LkDj0qGwdON8aqk4HcpQu/m9lFVK/JIpk5GkoRtntrBoHsP2pnxcO0TFhgDLS+vQTfQhQFvwwEnboV651gIvNSTuRtM16koXkeM/I4aaPLnBiw4+zVehLPlhLV6MOIyKOUUfEb5vu7KS0FUDZo+z5PLR7djK4WzNs0aQF8tmiUeel93R7YOSLL7hLsUjcGjWsqA39j/6pmzeiFM3x/PT2OAXQFM64J5vcbq4ABjNlQlPHetTgpkQ9Cw2wPjCQI095c2A4+hbgqrGLoJq2/0yvtp874qoAGatnXqdHMnDPFn9xyyi+i59d7knQMRYrl4RxdBjQvbPbrAlScd2O/cBZpSB5cvjFOhnQXeh8K4R3y2SaBd6fOWtna07BtTtWfzGaF8CtCg/7DNiMfJxh062YYmza5Bpdizel9sJ3RiX0m7Hd1uXtqJZWoZroH1jNyWySlHKvq7keZrt5Z9tf01gMcBzAI8kQSvg+BMFZwBsFMFo4ToJrtyoWW0W0VwkBIO/Tw8KsD/K0LvLwBgLYJjf1ZfE4LvGRVL/byaHqpxB1XFV9S8MxMECxQkrc0jpAmiLxSA/g0KKVXFj/3Yj+EjH/kIHnjgAbziFa/Y+PwNb3gDxnHExz/+cbzjHe8AADz88MN45JFHcO+99wIA7r33Xvzjf/yP8cQTT+DChQsAgI997GM4e/YsXvOa13wj08FcK9JcokZX9nPFRkjBNou5rIKXJVaIbsyrzCUYwVypoTYXUnipUxNncQLS5sYB9utae+95Q/VB4J0/jdv1mrdRNP8GkpBYtcsLs9IqotbPCVC290HQPQCd0LoWe7dFTS2fI7uQEbUW9hArYitVIUW9vYdaWRidzb3IKg3u16NGRLdgjRVLjRmfPKHd0NJiWvSh9xYB22OoB77VXRlxLw8Kqfvoa4cQjHsww1/sxdMwYLm3h6j6mEwRAAg9b/Rj+8Z7A6Fzup+NGXltlzsi6HgeWV2B7w+3mdu+8c9+rchlT3wiLc8oPs6NkyvsGKRecMPeX+gWa1S9OQ11F7Oox339Wpco0s07CxAFlyk4O42ZgYhElZuCmsJJJMJwEHQ1NztNMO7WqwIuiDbM903RQTpvgifqTQGgU3ZztzcuiH/xd46zJbDAp0blkPvCr5yMnYVA18ZVbD01bsSoeoNzdXtOIaoZKwWeAvDbWrGjirOo2AOw7FyPm2vjdfZE8BQER66RHkOx78pUvx+ApdqNMCWB3o7YHcp0X1d1V7r4uyYFLkHxaVXsARhJH4zZiWCqFTi6gucb35CQuv/++/FLv/RL+OVf/mWcOXMmYkjnzp3D7u4uzp07hx/5kR/Be9/7Xtx66604e/YsfuzHfgz33nsvvvu7vxsA8OY3vxmvec1r8Nf+2l/Dz/7sz+Kxxx7D3//7fx/333//da2l5xq1VExSIsFdXfCwkKYtpvtaXbMRUPGyw6PeVbRqRWgbteVvNzJmIF4CsrlxJEiAlddKnBvyaDLjUJqducf+AeEioNujUb+f945ayBB5VViF9IbVGvEZrcWhzRIJm+x3k+D9lQQm9IpCiq2HQjz+ZQFSsuSqCi0S/nKFocSI/Qv3FhkX2qHZWLlZm2uxaAg8xLowKI0ICpNxmuXqyAV/E64rNVm64uzBticpJaRxAdESSck8PL3AiZn6ntSYEyuyc486oXnN7zbfV4GTIgH9jw6ij72V/rPePRLv7z+6ACbQQZC8E0Dv/qaEkSA2upr7CYp0Qio5DahXmpRuAoCBjeLNXXHqV0BNkUjtJTaFlIvJ6kJbpK2t4sS8/Hbts15iUpjHScI1OyTdR90O8H5NkPcnu3vfk1tmRULD62HvYfNolmS/QfyNuHeivQKVObKHhk4k1wLUFU2GJlYAntCKEcA+FHsQ64CLply3OVs+0yQJzwI4Bl12J5RCf82kTTDxd6ISIeYuVAuRweKXqfAUQiFYQ/FVrdiTNi9I69k16wuzpb4hCPpmPkIbv/iLv4gf/uEfBmDJvO973/vwoQ99CKvVCm95y1vwr/7Vv9pw5X3pS1/Cu9/9bjzwwAM4deoU3vWud+FnfuZnMAwvTGYSgv7KP/kdLlcsUa8pzxpgiZwTxiFhMQiQvUmiXdIYgVjrBn691uowVkHUxlETUMMwWt+jWsNDYLg71/2c4VpvKI3YjU/L5UOLGIRwgbkcazG0H7PVw4cPqzIBWMyM7kXUYsIlJ4Ojq8fUlHENan8tcZLzsermXi1DZyisNXqc5WpuMClMJqOLxRiPyYKesVcT+qCg6hi08PvY5OWeXe9xd7SV4cI05FSgLmtuq6cVghImqpVsoTvTNcSeMTpDsfk5qs/pmvHB3hoh52hMjP8iC03NldYzN0cUUohDazDvHJ6qmEzHRbsCsgF+QCtFA79OAFS2ovTlFBPASG4RF1vfmo3jWL+f1J5JBSdJ2xfytdQeRWHWBKm/v6JzDRDk4u9JWeh70W8773KttdRoRbvlpKIQYkTbtxFrpaEE0UUOmNIlgLd/aWvsO9d5DLVZtizbUfwbImALttLRbkPr1TivdkS88gfh7/476XI2+3KLyc3MooyZN2ujptSq2fteE4rPvZBuysHXuCbRR66tbxWiDc0vUNTKq7Xwcs8n2llQv95SE+bYN0F2pLTRmYh68QHpcqRZfNu0EUkWH/6dz/3O80LQ/z/lSb1YI4TUq17vpe1TMBeSPEMNOSUM2Zrl1Q2N2Vaelc6TCykTGnVDoAAMjJvQq7PBxOPQiqIlZCoMru6CAu6i8lNLF03oENo0fYHV6ataIUMKKibRltmYdhaJ1EeWkSk8DKrIPKA9kYkGVJojJQmjo3pCdOtpBeN01TQ3roFPugmBxs3BXBoFs8Y2D4d0/ndhXZqukvRJL1mDCfC8+Ce1y12h7eYWQjyvO6wURsZvyT3FrWc/RMGgJdTZZoX5vbvZtdgSmYB4NXvOVShdupna36kvIhzvFywv1jeYMrUf+P6JM7voRaFxTQrm5ktTAWU9RnXWvoEmo5CS2AsyypCfHR0Bbm2ToYYLwRN73ZrmteI0GvNHm25bhJ6GEPRKqR6NNqWnB2n3IeGkbr26/CYBDLnLOUgrcRQuseqx1L4QhGoIu8zO1r4WsUZUlEIos7KFxEsy7guvMANffsbwxJl37c4Cn6AphReDk85d5pC6aZnI02I9tHM99opAtzeupDQwhCAK4arztPYXIIiSVrWWpnVEg1MNsk/MERVa8tJZ0yawSy34fz77288rpG7q2n1pHDCMORYjSUIWI4ScEV3GWWpoKhaYTdLACOS3rNptg1wLbaNQPadptjhMkzJICZa7FEy2oGiJjbPafH7f2rHWrobXBtcSO9wb2vYJJ1EjHAMZzNWqYhgDNKZg/LExsSYTPA7HefXaKLK3bYe7w+x9gqXVuLR1vuWBIxsXqxJtFhwgtbmwyIT4NhHP8N83AUVRQEbcXLAdFilu2MnCcIeYZujrGAKJXChtRpN6wRHLrQ36DXFrr4YA5PYIfC0Y7/Pfb/TegsOYeT2FgDrDlS5C4pOXeFvXlP19YiVP8J5eoqdqa68ZQecIeuBlvIe072u7UXiWg6F2zwl+SMHSIO29QSkQYAMY1L4fKku/JvzZ6cI+51pJP71OWJP+bN9ShlvotHScQSb/I1xfbpRCsj1TEm1NbbzDrVPAznlzk3K6dDkDIoPfh03+uuUSawPEZbaqLO6+hngMW82tR7YggA7Z0l4oCOHNVbU5knNKMSeKZ4sT81DksM7CIVus/YcBxdrW2jXoNsj5jTBmrBE/DikHDQHP2o52zjIy51RIfsl61n0rtOoYRmAcUyPuCCZ77g37yszFK3mT7VFrl6iBxc2MwKjCXRVNSPH0beqbRuTVEWGRP0Db2Tc0KJWgBs9LME2lzYGsiaWeEmNpIs21Rs1JgMJAVG2BfXB+0rR/akg1KlkAgopIaub3Cltd0NJQq7Khrm1Viis7JH3+DoUCgPYeHeNslgJdMlz3PiJAt6m0HBbYOgZTcdBJBV2htFqNBqBW3SMgwK0NKuBlreDxGnPnmTZjJaN8T6IthPQramsq0phSau/UJKe7ZZwd2TnuOHci0xd3iykajkrajbStSpN30v6O9hQu1rVZ6Ea69iUKxz7/Tvv7nIyfcB1PPtKZ0qabTtu/nQZ65tYootvf+HpbN1rAyWldMoE39p1Gx3z3pgzQt6iuNIlUpCHH/GglBJuQdlfGY5LHaSFdHQ1FtLknOqLF5RRWwBgAckh0RTvDyb0FyT0qFXB1D+GmB8Rd5F1MLOXWcVsQyehcf+PzVCRsToN0Smwoftp1Au/eyX9OdNVq6BhIfXu0JO5hUC+rmVxJE8A9WEmSxZL5hvRo+DqkNARvSX72VNWAX+VbQEi1EJkdOSZsRuKtKIpbPbUAI113LqRa51cG7AHAg58KSwZlrTv6g9CYnxDiohXF7xsB0/jMv+a5S41IGOdp2pB7cuxzFohUbYHVvkBIgsfh7JpECA7oX3fmEQdT4xl8Io9G6trJK6pbFc1dEJq7ojEJ/p+MSczPzJdpsP+OgQc/a1rshjUjHQMUCcukMUYXaMyaB0PQEm5blW6ruE+gXuwCiXvVHoqwXNTW2vAvNhemwFpFdHHBTKbseqsivrspjhujjJfp3reN9vuerkNegQqKdGvZafNti9rXuBjXs566KWi3VhsyMuZyYm4xQel+39aRdenAOE8ny4QfisUCQ1i60kAhFV1c4/9wq0OCcQPwQ+/M1q1f26uM3n5vU6Bi4+sknqBOIeXPB/wdJLVncb1JYIrmxncLrTYXSwAq2jqFbRguMITy2QlvtLiTxRntbFGJitqetMyl8Q3uvZASqahGSMHXp3/PWLXu+thOC1GwbJUSRQHxPLccOV21y42jkMrSWWmeAqRaXe5vHICvO25qIbU6mjAldX9sZw0pIqO5look1u54JX5uHXIsDEYIFRPb9OieC6vm0LTgHgEEzwfyIkF1tgCqH9TY6CBUJwThQfAkNzXh44+L+RNRRXeASEL2m2pK3oJDkZS9eNBUILcaVJpWxwmFUGjnLtB+VlqlhqmeXBCOMkQ8axisqGuts5WrEasGbxDtlq9Umdslnd7NPJ6O9URsDRp5SOiUh2axWCUP1NqsXzHNzsqz+PELBtJ861phhWQVQJnt1ZMVW5XsUFjfp+QKygBqfXAXUed6Ulj7Cy47JYN3i419DEoVx4xoo4UIYiASY2M/BM2Xr4TQS7SSCJRjQOvbffk8avE2jC7TkMNdkzpS2bg0drDJFia9ilsZln9Hgd6CmKz+z6rNydvnqlA5CHXS5pSGEN6GaKMlyHe1b+SUfSI1uHFDnCFg20w+ryXFmbJ0EqcwrziT+U7Jsa0C9B2ZmAjf1yaMwkiSDYQEdYuRNMpcxQYeV0eQMCfSmD27HAyNVD1ckXN2JG7LkytOm0raUrScCk8lUChKcsvFz3F7a74U/225gUzCD/Qt45bZUKHVY9usDBIkKgBLXGmx6hZWmBhIWaw0mCryMNr6z3MIu+LoxJSArHmTZJ9j3NRCKrDnfmaaxiid5oDYSB6mqGnWuLtbDa5r1aYldXdsDJZMgUoFqPk0jSlGUiCxWreCSLCmePKwM/7ifFoRmfyhccV96Q/W9hr9c11Lk+777bhJuEqUlSUEIei9T7mHbfzwdEJKEvUu9737H5V2kAXNeeXZR5T/JpQjgzNOic2cFT46AUMhpbU04cvDDdYOayuzYbmhu4+zx+Yr9+fU6qhIV2p4GhNCWIJ5TX5fWgm2mp3QHza3PoZ21/kG07oTcI94T6e0TuEKYkNTfjzQ1u8qtJ+LC5+YgvM0uqN5N3tkr7GQQbdB/S0aXnZCKuBbSlqhkKKmTDcQIz2O6JAasxDQnUxFBYB0TTxjWST2LvWT0xOzDbOCpYGc1FzZMGXJ3LY0oJJ3Yu70SIsDOpKIPc94X64Jn0/AnXQuajaWpAKc0hAWVDfFRheqiPp78TbSXWTzT9IBUXxt6MWInzcEvdE678Et4y1Vm1WVUvJjqaFgNtJolmlyz4mIlXPjyA4eYn3O5DlUgbIVvqZGaa7nGze5kEKLg3TMYcMNmAC6AOkaqh5oTcHt3Foi1YSE0Lhho8/GCMIV4hBTEpMJkDm8EMjUpGorSAsEYYgfJAun6AaDsWgROTzQqq83x78dQkWbr92zQVWbRQNBQzBlCZfemJsfnMuXQ0hlc5n2hW9TBwPvvpXdgioRYK0W1BVBSSboooeQvzQDvMljS2ze2KFTAJ38vTXWjRUqtJ3M61gEjTYIbogD7tDeiCPCWoc3xy+MSWknAJzNsiqEtVJA+wM4BMwYd6wOn7mB7e6YVYdGg9fSs3/7hqEBcwB6Cmq8myqf4b8IpFsDc9Cl1YABjWYjZuMafQiq0uJrbGcPMj8FMKRAzUXaRkrNnaXqLqJOSIkLKsaDIrkYQDYgFPzcQk2o2Atyup3zVxBnqh1Xi0+JABmshwnk0Zh8rRRcVvdTxNF7KkZU1pnUBC7XP5E/wOM3EnEhozsiHcylFYhI/1pKCZIHMIbNDwSIvExlceraXibnhFBquLW5aR90S5sVQ73BBFTKdPoBfRki6gFxXtTory/MDHfxcV7syhCJF8kLCkCRRrN0a+1cqTBBNYwJ81xQivYRE7PA6reCkPLViHfXjpW0MwpACBBqwyuOUyApVRFBJDIyshKP8wMah6dDerXAp4Dl9TNMm6ozc4r4CPtH7eJUIRz5IDEtBVoxAM2N4oyEzFOy102o1l0pAZAhN+vIGQpjNiHUXWul8AkXvy+oKjAXAKIoqaAW9R5W9l3G8dD93ZKquU4Eg1BwcbPCwYk+QD+H9UCGpG1JaOGBWhnaggKwrPcWMA74LW+v7V4hcnrLm0LDrV7t4msUEywODPU8kO72AOWCM0jXormeAgl39MZo8gxh1tIHZzOCuNvZNzLmzp5VzEkREWAg82tpGfCcQWvxvvlwQ7WKK0Pujuktk/ALwlpnuAIEhVcLMSFdlAugQJlD47aYaXWGJjCIV/fi0jF7VaA64oyKF5Ui9D8j3o3iilclsZxH8vFaq6Wp5AQk2z/DLJnAtLVjnMbjTy6QEnjOEjA4TfEcGdto606Agtg8S1f0JzW0RbwvQwMpAakOLoMlcqaqgwoMvZw8HuRrJEPsY5nVZOjobmDiu9zyY6dsSYlEhr7YkcCEGc9Tn1Bf2c+OvEsUg5fHYsUZSY1vIqXmBfGuD7OqJfmrKat9SKO39J9r3NRCyjQp7QQEQjvZuI4MIFSh7g6hZvJzNaJA92PcJyI8JzQ3orekY7ptFtQ6aS3JxnWg5EArCCtefsgORYKf/4SIDzDXRVgX0M9WAlpbCkEXYO5ZamPgZPhkoK3FiASEWpId9k0hBaBrAQB0AV1FuHyaFG4WoZVzojbXAAwm+OzKEPghKBq6r8mmk0y/CdANs2PjEg0NMnZIqCUi5tITUfwzwauZ8Du+ErL57UZLzXoVdddTd0djqvD5dOqtg2p4B6FwFHUkpr1HZsKkX5OSeG0wMk8KKueNeYinqysrWhjLoIKizc2tsdPmAXULCWIXt3PVeLDtp8bvBGioVx6EE+vaPLQWpCdiLcSTy+1NQIO/V0IzuP2aRKi504H4OhMDlVQ8HiUhH3nOW35TP8N+19z1120z3XmclvF7AkQQOUPgmRTY3oij5iIoGCsSKGWzWOw8B48BrR1YLIkglGQKsvQOCL8udXyDICK6+YI/+UbH0Ynf8Yfm1vRZIphk7KOEt6N5tJyOT1Y+lxM/f51xcwup4MoAYsGMNpIVpgs/6MaCBEHw9cUPP6mYzntPSXXYJU3e6v74Gt9wq6Qn+A4xJ6MARSCTwPiEuiBK4Se3n80Wam4bmwMz+XmiqmpYZ1LtHWtVlOoYwxUFuC1GKLnAhmYq9mO8F9A0L8Djs6qAlmA8DRzRArSk8ohLCWvgpY2S/MmvVXfHGO0zHtF1JI6Fs30LzYyz1CY87RUbY1FauPy+v01jhJ1mIQlsOqh+v7Ay/fvqtBLzcm5eBY2uaAFKe2jEmzxPKQtsf0WQHS9YpZobViw1oDG+7O9HxubrqYIh53DXUZQbOCgZkooZasnbyaBjjCmIAuptU2oyJchI0LVkkwgmyObWm4gu4Vlnz5vhikrvnUNOg1VnGQXzXDBNAIRds81HnwDk1GiHklTCRWWMzvYuucVGtznc+lEUrQESqV6SjD3E+r2JPYeE4hfuejAcaufNrImOAPwYpiReiNnPLLq5Z+nmljAmRFxGAznIc+F74THVPDRfsXVyri3OE8dHN5S3ZkmaklhnjT5r7jW3mblFz/tVVaAm54t2YaULHkB2cE1lAYImN20WzuSSEFhFl2PUIoYgRdFshSJVq5CTiKy1fCBPh3n+cVMLqYCjxgkk7fSB955IEZplb2uGtknGksikGNRlGSIPtmq/c07B/nMAOMIvrQjpRSZIsEAxhFbICO42NSkFVCIDzv8yYaDeTyq5EIrkOrQDRiYCMCbH0e5HYg4NdwNCq02bil92sRM/JJ30AANeitxdx3Wg9tV9oE1w9OH6nn57o/Oax1GAUGB2+735NTI/iXfiI1o8ckMchZDs1B9zDzFBNjRjF+zu+mEFFAOUWMwrq/9eiLBUVBSPAbRqA8J3F0+y5MRcSA8RD2qOLmNOBAlEBD8UYAq/vjcWQROxzOKiWZnOYfFTgTFnyR53CIECQ/mhrQVd5ynWJSFi6hGTanG4JP07O93zjLo2vuEmC+YMwDsBDCl3ey5uSSUXDN7IshpztXVQUw7jzd1qpcITdGPKQRCSM+TE/RVYrI3vT29aoZXlMSEycXdFa2V5oxSvZntfQmg0KvSZqLbn9EPh/epabLnpYE4f0Wyz22xp96JVReRouBWlrQTTXa4zA/tYTs7Ou5p3oKg+pta8I98SQipFsl3LV6E7qPW8cSUGcbgoCOIAAGQHwsv8H8wnYG2vmgBh00N7IrTO8H8i1Bi2ifCApd1Oo/YVGQVqsdInAFjZASpusqtZLoKwJoLpB825fznkZNt4O/zOQOOZZG2NYW+y82aFUAA1UIgR8klgF/w5Ek+1BXeRiVicSBQ78VylEOmVCP9uyHQ/TFGsVOKWrShtXBXuLL5Mx05OPtrjT9qDNh3UZYeWbSnYiHFwhg24a0ksORGwRRlyRkpmNamnCKTaINomZBRFGlilRsCOSyiQYbRtqxXqVYNz/+5OU+bugbsTc2i7BhVucdpgTC7h7U6bgpu5VertZwaxGM8wjpjWkzFUWjSdpZJchTdXIWkoIWW6uzb8RI1Fkjyl0Zr4fFIz//x9uDieKSE8w0SOudWZmYhu9eIqxNMD/HeeKEylj0sajjA1H0lmrpa0s04XukiCOgCDZ5sVGYwu7N1FYJgftReolbVYEPNlM1Nxj0rjLZskAfTuVlu4sNYgTQC6e9DwkXTfO407X9vEhfFE+YHurEQBGuKSy6XkCV1FDb+fgueRCDEBXYwibS4S+/n846YWUos8Ig05fM1E+5nPOrfV01Z+hIHA0KM88Fe1z9hREwje48AURELE/RqVTtvX0HaCaPsNIFOu6vkIjC0YgCAKW7i1BrUSKXGAIo7iTIHuGCdCMlGQzxGOCoRAVJ/GRk9i4TXoiD+FKyeNfD2BVAlfPgRIG4kbrRZatBOpPPSOXHINlw9msnIbEf1ACHqvzL7hTuquDJEkfpDQhIxpbv5iQvFKXcWYH3c75eSvRRemH0IKKqiD9ywnLOeMWmscfPBa5/eZxKgKnQkUyFCtiAa9zmDjwHakwkaAqN43zDhF0ILE23A9it27VjgqIAALWtWEqlittOhi7IcmEyIM9fOjyBkYx6GpDT7XcRwaTXLOvie1zubKTALVHHQs0hEjX5BCBd07hW7j//AzIXBwAGDKQJS1yqEYKex7kjLlLdoJF+TsycFSYsWglksVBAMNGog70OSDC0xQCCFcYnZhipxC7VI40JF4omALRQ2+tu554JlWhbBckKCz5tTm38HwoWANW3tvWs9OHxRScOtR1XrRMVGaNFyDRzhaLwEp50D3CphfV0FEaSXqsU8ERXdGnbBbIkFFwuBu2hTC84WMm1pISffHRnVJ3+nVTgw8JCZo+HNL0+2rIAeKqLQEGboPUM0N4nl6MZPQfcjkullRzgRT86lKqCDoCLqfK1wZIfpm834civYZf9Hkp2x8uHlZI3bSfsQa2hkPhQigBuXxAq7txi40gEP/tD77Xq/zec+pNx8tCJebANAGBrDAb9Nu22zkxA2blbYhpFxbsfCMHWoC0FsFBXNLCcwakmTWk4DAkrYOXdlghK+MPDHcMbRdnErIv0MR6TeoEULfyLO9l7MhR3Oz3Ew/ws3XeQ1OrlK/4MJYQzDVdoE4YpNeqdhxZ7DxGOneK/bN39f3zTWaTRKIdWx7p6SB+D+1+47e+vfjdKuE0kDXa+T4+TvJhpAi+vXEfbhO/e839KvmkenXsrs6hHzKEtZXW28K4778FlGqfpES5NDdv9uzoCdqnbwp5yptbXm424w1zlMvnFmKKdQh7W7NO/T/9s+il52vS5Jk5ctAa1vcwq8bW/Zc46YWUnV2bZ6ehFKAWlGKVTxwtdThkLDGh4Ahe8LP69W/fZPFk/pEFVIUaRCrA5bEE+WLWwHVkTUkAPq5+xpsCMIKDxca8XDiJ0NnRkvkbry23VWAqDqADea1eTjs+Y3J24WWHd/CagnI3m0YGk0N2YqjEZ0ToUNwkbM3UHTCg/nbo01yPxeCEwiW2MQ12DZxnYCo24aqDRk1OLNR3w9nfMF7tbmOkgMUVFr3YMYlmDtWVZHHbPkl1RtiFmAg4CYYgnpAWKGzrwQD7wSy2FRDI61keuoABm4j6ZQCpVSyCNtLJ4KqnRvQEZTJq2vXWsLaSo5snWeut7V6gdjcWHTUWuCQkOzlGtOt7rY9wV2FGnDTzZvy1u2ty+IcGn8ngMXcPqyPZ8/ILrR6xatVQumVMf5bxJ2cybomQzSscgvIM/migK7pIk7qINrQCz77eVBqY52fqlcWINgA6vK+bX4a68Y8foGGIDeAgn05Dyksnrl4y5w4tyzeTH6RgEzDnKEL+ywnr4DTVd5gFQ1mnJvlZYe41BrWEhsRMRKxoXyIe5QEQYNNMCm0Tp2HIcVaEEBCIU52a8fA5pCQTMgIrVH3r9QSdPF84+YWUg6zSkTmee4DgQ8kOpJp33SvaW08uE7/7CET0of5By5JolVCskPTdA37XkijMB3aMwPlA0C9I6koaRmtN1ND8pBYQnMJC6Z/hFxXK5HwQfVSrsGb+d5thZwZdflbVHo5r5QyUkoYxgVqp/1Zg8XJqxpUYCBHpvAQM1niXbITuETZqsiK75KQid7skXzNAo1dtlhIMDX+yX443GpSL7FjrLMlNWa6hjskaOI+CPoipK13VGPqYaEFZsHtMoFpzqAaZHMIDdWfpUBU7U7dniA1pGeLLNkcIiEV2k/lOjBfY1ZtDwFhPaWmRWxY8aFwoNP6tQF4wnr19bfX8JevBhaJOStX0edb27noGX5hKbJu+m13a1s7frfwWgkmbW4sn7umOON8d1r/Wlt5nsrkbbUJ1U0TMRQCKnoah5X74nPys8IjntBQwAFqkl5Yd2vQ/87n0at5AUGnL+3EMIsl+kxvKBoUwmwtFBVuhDFM+FpILDjdvz03itsy3uk97+IaVfP+gRYr+Rx3n++l8As3rdPnGDe9kBLNiAAoF0akxYjAX5Mtd+ADvzZcEWRy/FzawSKBRHXtlIJFN/SZz+EkPDXux+tcoDK+xQfGqTTfr7nIUpMzzrCVxIDG2C242xPxdQhAjQ3GEaAPvBNkQXR+Px5uXpIGi8mMFFK+9loLSi3e0VMAt3aUVgckAu6JVRqcASQXVCxHRRQlkkTL7eyC1BhF/84x9aZD8C2YR+Q9eSDqGfxA0tboXtLgrr/WvBKpMR/TTxze61p4CI2IKQuya48CBvURdrp19TWGyM8SJOKpVFASEqLAgmvLkhKUGngjXBQHWzShjOZV6JiZ6snqkz2NSnd+qAUb4iwYChStnZG5FEXgTex6rkmh5DTht+3YlHem8UMWAr8DEznz2vSucYO7UxzcnaLCqjOosoKDtvXjqjEBW4vfX6Fa4pjaWaf8UUDdMlOBpCZ00c2hTbMXsozlcC3tPFdUZHQgL97pBLPuismYcuauVyb4NkW47XvyDspNibL3YB6ZUlgIwOLTLb/LvQXO76q3EBJ3q6i7b2PP1M67IhsaUDu+6uhT2wtLlSEYJjxZ8fbXkbjXGTe1kCKCrLM5AEjng22aCsh0e0UJ8RVAWq5K5Ex0brLUXWvgPo0TnZQByo7YOk3BReDGLBXOZOXE9xQQ9fwdv04TD0CKwxUTYh8scU82T6SiuVn4ubs4spslkto7Jq8mAMB6veQcbrmQj1SCRKCYIWoFDtKQLA1mZwHx8ieaaMXQ5UOwiM2BORbBZFQ9T4wc19edaxhqd40qDmzwF7yDW+JMPqXmx6d2153v6BlICDnFsgKb5YCqJ8FmoH+YAtHrD8zA5zYGswKi3AxZNZWiYN0SSSaKagFrzsNfsQgcfNLumeGgh9oy9qLFQ9JgWBqHAVGcN3tir3pOTkqC4snaVRUpue3nrqUhpYjFRVRRFZ4IBgQAo9Xk4zUWsDfGbXk49ZrqG30+nZC5+pwl1lwcINHmGi5YKOa5IiUDSpCm6BkzRYiYeptXKbqh8EQSsHCNh3Bxigu9lB1EUDXct1axhUVbmyuOVVfKXOyeKRuPUXiCvH03Z/EzRe2EAetuXSsFKw93E0aAeOUY/7q/n4brXTdpttq/ZiVtJpQZME8Cq/BQuWErUyp+trd5GI2nClrHcIgLN6syYcV+a5z7ZuVbPmf5VmjV0UL0JzQRAI3jUjT4MgvCyoprOyGhnTZk2tUmNL3pck34UD5tHrsmNE8qmxZU1ibI4vknL9y8E68LTVME2rd7R/c5tIEzQIEp7i7jIdJ2ngJ5h0haRKPXJje6qVLgM9COZHEIqbBkUTQNSz1mFEU3XUiFWxGEELd4CZlxCB9qgO7FjEMjvnH+z+iu0v/d/dCANXyf62l0jbYac+g2JOJhLcgtG9+8ZjeNAkWhtQmamLqjEbS7gWx83wmHn/i7EtwQDsEAJXCanWDuBHpTmKR/SPcs+7u6e5uJogJb4E0H5ImZMu63UfV+czF4fuJTueaqmIvGv3xd1emtku1yXU++imzeV/XEPTX2oD+HPf0B3dqhKUtx/vq3oyzw+7affE50SfOX2s4lz0Cc4p59kCnxnv09OKc4Jy7AdOOSNkhjJDTejomUzKCBYNNO9HX2ufSKT8hNV/g05tEUpRCs/JoCes3krj9uaiEFAPAYg5544xAg4R81v62rNmAPl0Ya2NxR/xrhEBHI7na/lTNp3+mPQZsS4yVkbM7h/UDnsLg0INfBhIBwk4WQqZYZLlkAaj4Bh7UExyRiOTXS6FHEu9FG0NmD8CEkTdtho4NSqt9WLOcjPI+8vuVXmA5dPRNdgGEwjblMPXsHBXMrGm+LlJgeQGHaeAZYNYP7KYKWA+fSrsxz24aWWtPO9omTL4DBckkvCkQiLCTahWttMZ/N4ae7JncT0+3WbI1gYN0P7XCKAUS67r0K20aL+WgEmlE8ViWm3cKh5XkcTUjB8/iqMwUSM9uTsNiDeADf1Wk+uRRYAVBfKxGABYRtbwDDXhgIYvJ4ULNyYeka/uU0GFuZjo5tTxNjEEYjwrmAc7Fz2CIk2iWUor2PSPSKG4YB8PvFRVkjbSAHgYkzy9Ldyy4zV3MKYQPBRlpJoyGju1qBspoxjCnog7lOdaqeAxWvExsfKHzVSGtJg1mmrYgrNTGfXdC/CwWQx5skMUCEFQMwUEZf8eYkIIHCgUKTyBfbpwq0ihPxAhLfMwPRyqJRMQv3r3hxXrhFH5B65xOsqBP8UGAc5oVZUW2WN+0gIfaqha1qsCPPtQFq1BDrA7YbWFl+xzk7Ne4+G57PsfVOsVPmOwa4uSzdYueRhT3d0hBAk+WJiDZCRRc7qBtBeLiLoGld8STmB6mzHfWW11yZTnu2qgStpxBN/SQp3C+W6GhCj01J6ctGcmYGe7eUDL1WC90BKTAPRKuxVH9bP1K9rWMS18o6yGytBbUWlFKwWA6BPBI/pMqDnMj5Pe4UWm4vFu3zDRkFUzDUCaIPXoerSm1RJTtwpiOSXiEi9fH+LeCsTWsFL7K9SF5Cq6qz2NgjjXlwr4SfB90lmJubyXWO6xKBDIJaqFSpI8EApmaoWp5UvKPA0Y1NyQvcQO0UA1iycXUXTm910Irrz1wps+1tdDx3u0sk6jMzsZZrQ3AAXRnMoxKR1usITZiEALgG607gnH1ei9fIC0va4n7U63qYdfXYs/Tf14awY7xmnkvX0kmQ0uhJ+h5/ErjHgHFUccbdeTHiEHfWFZ9aG1y7H8FeIv/MhYPyXFLJ002PkK8JLWQiMVvD8DaB2r4IdlqgMqfiICIPdqk/Z5Gt6sdcShfLNN6Uc/I9UmgHfKZwfyHj5hZSJ3xsvj1gUMqYu7aTR0Z+YvP5PQkCsI2TqqhJOutm07EYAoK5MxRYcIsn2gCwJl+CSDVFKds1SYF2wMnYrACrCoAsyCrW8NC1twK1stO1S/yEa9OwqgQkvtoJKXENsxaHvTokO6dk7RDgMNdaLbLAygJcpFg7O3wpOeLNXd9pA2beCQyeR/bs4S9UQgiGQaGtkdp6vUYeN91tFPa2H4F39fW16tOsREDmwo7HvcRQzoPfF1/LmEYLvLN9SmdzB+U0t460XChsXtYrRQK3oGB152g18wsUxKxusWHvC8AESkWi7AlFKcU7I+r0tdYuapB402w4ezSQAhUXX9+Im/meqIYwawUIGoPtrV4CF6z9RSf40OhcezqAxH8EUfSu3x4xS0bbTFIKOz6B29He2+ZHum3zrkpfgPEJxrAIc+eaQL0iiE/XBDYMQKIJQA0jiMqe3cLOI9u0NzcqsBF3QojcRgd9siJDDv4jlZKmKBjU3HK2fe9CJku8Py39EELFvA/N0kPsi3TIx9zyVSKBmbqsuiLqmk1TZJIp6nGmhGCcxmuvQaJ+nXFzCykfLQkuuaXUkGDRn03UYNG0igBntO6e6TaVLjALpNp3Wv0sh+a68AGMaAevn+bBE9eGmmuDRMj752wmezE1yJmNWwxqNdpUgXlSpJwx5GwWhquA1FaqZiMGUUR1B23aW/N82akstUC8s28JjgYMo105lRmsfNHae0j05IlCHkhAUWiZvX6YrYMkC8JXrXGo05DB0isMptpawpk/Yt6AVTvIOWMYlxAISkX0pOo1a4htvhYGqy0FocLSEmpx15h6OF9ajTx7tEtXz57vDymg0caiQfg0CrnG893E9Km466taXbrQSn3evMBVWMt7Ma5VJ4N4092iCsyltJp8Tp8sPwTYniU4gpDdirVAUVHqHO+SJLvLzbRgChZVswrIwNRLCfX9ihjctmrcAxRAKWuY3QzQbc2zEB4rWB+yCubxuAXn/JOJtQDMDVitZNAwDOY+q7WbV0wnFMGApYMy192dfsbsndlV1ltfCL9VQA5RytwYpojXI+QCIRhwrMNItQFe4aIDuCTBmMb4d1N4iDZU1GLnaWd3F7VWTHOJ7gKttJbDg0LA253m2RCqQmUFydMrEpqFDFhemQNgfA2bW7EJF6NLKpO2rLU2t3V0MkDbA4lz2PaEa2O3NGUxD7nlEbqbuPegfCPjphZSQ4YToRFWYlVf9V5OIMDGTdChlb3nZ5tVPewf1MTNovZK5VEdnIk7vvFqLpPsrgwyAQXRZ9rdP/SpNkL4AWSOG9crN5pmdHO3NNcSQnsS5/pd/HzjluqEotcQCrVGY2QmUHgHMvINfbW5vbTjJHz5a27PSWhM7OvTq61/V0WpqZHUROkWCkbXguGb79eYDpkJ59O0yt5au87Uu3eGds+83tQV9N65VtuEFJKCLVPicX4xgQBRmML/3+Yi1/zehG+3D+iYOqHC/dtvLHjHjPtf07218UHTpNGtU/zo69KmKt3dpVmx0s1x4/EU8U4mQma4OdOID3bf7Znlxny6NYt/8mKlUELTcLvvxzKFFSfmAQGa25AbzUk3wmwnvFN4ekvTvsLz1qzX9i79C3bz41GMZ3Zu6Fgrm4cCbjlL51loSFvt7iWbi9aWI44191Bb+KH7Tg3cvnTv0r+nT3Bjv7/+c0+Om1pI7e4MGJZLAHDtyX5f2Q0WADvAVnjzM7Gg+JDszzSVwBzwsCeH1VZoaFhwpFJ1ASEApIOWAhRMnlCIiuJxmZ6wqcFVaJSzaboS1UzY92AgiKqKUmfq9GZVCbyQi79jKS5UG3EQqh2HLSWIZJRptppuidZNDUgvlII0hWA2L51saELWSZdr48+wTnWoDcNg86nUXLHBKOIvJqj5kxn3JRS78UiNa3uWLSkxEGEfe5Z9K3vjeVmJybKKWjQ60AKI5o/9sFwxbojNrsK08qQUNNmXoEcMWi23JJt5QQJ4ZLqz3J2+cs5mIbpVSFmQyN196eluEQATMce1QnJGGnJYVNAM+mFbn6/qrmlXZsTWqxm9svGMYC5weLO70AyA04SJ+p6F+ItqCvYurPLRRHvPbXthpmCr+UTgBoVb1ShFxrURzpHHJnXxNlrGxSR/SjwvdHs5scyNefJ3yrhSzN260Ib+RQJlYEq7e1ZaDBmlTAgBReXYLezVah3PZN0/WsiB5vPBLtebScC2cYWVJhyaHwnlRjwWn3bATKl2znvBvGHwkwZU0VeDSPBml6m/DtFBKDoJS2vRwbIWpnTYvFkpg/VSX+i4qYXUkBJGamVQc+2pB/Tpq2Z9Nk2hNZC4S1UvlGgLLP1RdaJL2SqtFyfICF6CRG3PDs0kEVQRDhEAqT23IwZzVZsbT9Gg3LaJdsjmueU6nAQEiAs6CkKbStPItAsYm8C2uSYySXFdrKnbnburZeI3Fw4/c0FI4nMiNZSPLZwSHnySFkMD5LP4Nk3rD6HuygUUXkHcO5SWYvMLPy9PmTo3dabFHDSvbmEC1943ads3aobGMBhUrtGiIvk+zvO8kXBsU9ToX8TkbL6mQiJuafc0l9RGZQRuDqugS7PUWgivQjX1OvqmwANMIqYMCKOuxVFfHc2oNE9CF7OJnLzejamNYI12U8MpVUPJCrRLICTj8TPX7WVy9x3I/ELfIX1IIyuBue16FweRZ9HLqSkUifWGVDaMotIl6fYqYmPIIVKDhJhX1MANfE5x9RIQWHv4nvlSwIJ04HvWrHs4zdjD1d+RhJI8CdkEpDbBTNZEIRfeDIt/WmynuaINEdofOaNJdiCvvl4qNeje3rGtLTsCqCeem0fJi9MWRR4kzmdyumN1kpwaWrYzHblC0XQTwlBCJ/GeY9z0QiqLe1BEW14lgMZIOx4W1OoaY2hyFD4MozbTnqCI4rCkztPcaRX+LKUW5FpHB1FnLKrPwRMkRzu1w0G0naTsWjjjWgipaPyDz7SAeIORd0y+1+DJBCJe1RGzagcF5jebK+FkxfcNgSkWTA1ReNL/gvYcoQCUJqCUC7dxuNo3KxOSeUAlAVo21tqub9JU2gKDGnH3NFdC+t8ZgbDzrIgRVUPZMY6zmYtEccsk205+hxBuRTVr/3EoSjzgEmVrGt92zubIMWcMnQBnLDWS18Vn6ELCrOeOFXToMqErmqV70JbEYnek2e65ZN6E6PXZy6kjbsb6+P1+rfsHnVRgnKmKSLQY6RlZLzw6EcbD5r93+AGRsrqZJsE5KDZpXrlhok2x2KAx2+cQE05kYel3/EWAaBzZ6EG70IJJn8glcrBGzMFjeEbL2j0PLSE+9lDi/pvCt1sRuhbdiqkbWmlbe+6XgooeDxCiasXGBviqhmdJEGvb7xyXJrElkWorOvACxk0tpAQERljZmbUTdnIrxtcsQibRjI2EKXC3glpGdxAdiV5RpxkFVCLtvnYEG1HQtLat99IlIY2MUURZpW724jubHRZO00BVMU8G4x3EXIxVAGQvzsmyJUplutvtTps3SUwBE2LEeyUhGDotCLMuqwEriPhTZ5CqYP65iIdpXSsfJPthU8DRiywrZLlHLthggtmUX2cZYlBwLQXM9ofAO5T6YQWgRVHrjHme3c8Ahwtr97IuEHwFuObCQ6eILqkhjATeZsJh26rNi1PtmcW7IOdhMOsqpQBv1NIJbCooTlwKRBFk8bSAaCsDgYRSZN1sAW+l4MxtJgqTpx8I66sh0UwLnucZul5b25FsFQGq1qaxuxBns4rB16oDgnvQXKw+Y5yZjphirQ1hGKKHh6zbiY4c3crws5k9ZqsC5NbIIZCKtESqWY9mDNc4K3HPEwqQCYSOiUbJCgl52pQWNP7QuVa0u//1OKi6uyyzo7aXbW38VkPGKKgEd0nQMMuHfbK0ttyqdvxJ0+4a8zJmWnx/4B6LfnrCSHcHmYftSWFBaMaSkLzOn0K9UrDttYbwipwtJ7syTy7sM4rPgS8uFIzaFANz/zZFn4rVNBefY/UqG9cs8XXHzS2kvMoBGX8VahpwL193cLiv2gsU8/lHP6YTWoh0gADm0ARBCgKEwJhM9wHA6yAWC3KtjHPjuZb2iPiugoFHccBfZymFdsUz2OdhaBNYvaTig0SjnlfPVAkG4JoQjhuskec+1qG/NzrmRVcH4fzt+0RedsoZAA33iGqCXgeSSo2Vh5Z7EdPqmf6GkHLrFO1ZsX481H7AonwQWp5I8jyQDUBAP3n+Wug+O7nu3fIAYN2+jYu6uROFKN18NrT0DcW3g4Xw2SEgO4ZxIrbQzaa5dcVXSbvNcVqN9+MzFWiuGr9043s9UKMdiQD4SHunXtA0dxZ/6BeHlfARhsmGJcz7iHQCeWNxKZ/beYxLPAaKE9t8YjhFgIddxRSMtpadcsI9U4WcuIlCW2lF9RMnzSpTYa4T1+E6NAUEag+08LkvbeW7V9x0qvU1D7l2jbzsX42cfN2VZ7QjRW0nLc55fNYClKralOLwSDj/0xMv9nXGzS2kPF7ECgnRJ5DeBvAgUJC1RVEY7FUcuMCPFc1nHrlNJ9xKktCsE5UAVdh9LBhPvi0CpDzaE2uF9zw0UAWYgNtxc3Ravg9+pyEMyX6dajz2YpYLhaBf51QshNL3aEPG3cnY+GtVSLjw7PstuTA1XseYkb+o1TqrUC1W1RwAvNlkcvBCCCePl9keAkiC4tqceruJAL/40pi106C2CbaOqr2la+9jHhQ79EnQ6vnBLZhk8OjquUoGX+5iRA7jVYjntAWJ+Lr6njuziEoTvSulY2JabK3UFrgJWg8i93XMuHc557bt0nYDaooGc+QG39tWrNZgwa2WHoLx0VooZKLCBE24K9Xq4gU36WJqtp3NPdUrWGEvR9UFJqmro/KkKRmwFAHUJmD6MkJ0S9EsCSBGaPhNO6+xlhLnKPirNHWOQlG4QCdAAAgEbxOetlUew0we12RaSleRI4S6nwuWHtMQ4lRAEH/XLh6ZMu9V3ashcTaDxhSR6qHSAAildIRJGiT/kc5zQ5i/zu496mLmIl0sK4HwLn4GY3HehceFMJUW3h5irXuqo8G88Lc61DplQAbjpeagqdcAlb7euKmFFOAM1akyGt+Jxu4kdH5Q+Ea41pZ9M+maJzqILqRAh8GSRNWJ0ZJwBSX2OKRaKL6SJZhSLTNYfWLDkhanosIDymKSiDkQHKauuZDZmMvNCFadEQAeP+HadBp7ovlWtCHh3BUpgOcE2T0Yi+OJr9XrHCRYiwgP8DI2ZnMUIHkbc6/mEAcMztSr+MHRVpmiMNCvVkEdguK1ezTWkweCQWDEofS7hKskGAWVCF9zSLNK7YAVdyl2fqCmp2MqJRaeljZTHLR4O3cBBIaoq1RuPPBMK6KU5kITmLQsXhA2Za9s3ekN8Q8xtyJz4FiMtKFFjGjFBSwTtVl7bZqIrBuQPR+DAkYVHQS7eKv71AhNOxpyMIFZT7kTKDB3kWdvV2ErD6VEbHl4neBu0HMJhSFiFfDXqzBB6coMXOkijYvAWq44Q48KKtC4f8SvesuBdOT5YpavloNedNOtgaqlE4gawl6rougMEauosFwuMM+TV0ohKdHCBhyNYDSUJXhMqDK+nlZZpRFDb5yLOOBGyAv4HUSOGSiIJcVrRDK/IxYD2QkwPycsWJOF2izaXoiDX/HrkttRqu7Cgu8XLAbDFtTOR2pVYJpjK8Rzu17IuCmFFM3EQFvB14gHr6dLtBbJYTRR1VJ4Hx9HyiTLDj/p/lMo5jA7NA5X8Y1JVHc7TiMikchoDM43l9qIz1cTgJnmMRlQ07IqGl/iIRGvOebbD7MKWTfLK8OzKWJYVBbDij48FER0ExBVBPga2N2ZfGtaknjlcHVGy/WhwDULKqn50BV2SBqSjPdvCnr09hEEEj3aUAr6J7iy0S1TWAb2Je6b5eZKRwPs+9UJbgCzdvG7Tn+2RzSmSxFmlcU9jhBCaghhH99Wq/QhsIaElvaQoW65lckSaLPmSOQkaIPvxcRjIzHWUWxOWWMUXF945RBrsFi1JenGfQWopVrlhArLGRQF6ow0KCTlsKgs169HKlavy2Y0ZgzGLOZmkvRr6cyUiEVt54hXCUyoSkrIyF7CyRieVlNeTNnU9k2lOyxBc0PhmfJuApxKIEtp0cJpskdDELQ8xo6RK5HBigIrI2UwdFubCsZuXLiMA3TMViWlzM3aAKvGtyECR3FKCN42WMLKhUjp2dQGQ3PhgDivrNDCOfWJvdweticxiLgLafJAWqs8b9fxBtTiyjPjxiCP8QMr6h55/17p3eibbmfSZe3iq881bkohdfXqVQDAb/3mb7zIM9mO7diO7diO/y/j6tWrOHfu3Nf9XPSFRq9uoFFrxcMPP4zXvOY1+PKXv4yzZ8++2FO6aceVK1fwspe9bLuOfwxju5Z/PGO7jn9840ZeS1XF1atXcffdd7dWQdcZN6UllVLCS17yEgDA2bNnb7jFvxnHdh3/+MZ2Lf94xnYd//jGjbqWz2VBcbywyNV2bMd2bMd2bMeLMLZCaju2Yzu2Yztu2HHTCqnlcon3v//9WHqB2e34o43tOv7xje1a/vGM7Tr+8Y3/HdbypgRObMd2bMd2bMe3xrhpLant2I7t2I7t+N9/bIXUdmzHdmzHdtywYyuktmM7tmM7tuOGHVshtR3bsR3bsR037NgKqe3Yju3Yju24YcdNKaR+7ud+Dt/2bd+GnZ0dvOlNb8Jv/dZvvdhTuuHHP/yH/xDsPcQ/r371q+Pz4+Nj3H///bjttttw+vRpvOMd78Djjz/+Is74xhif/OQn8Zf+0l/C3XffDRHBf/gP/2Hjc1XFT//0T+Ouu+7C7u4u7rvvPvz+7//+xjXPPPMM3vnOd+Ls2bM4f/48fuRHfgT7+/vfxLe4McbzreUP//APX0Ojb33rWzeu2a4l8IEPfABvfOMbcebMGVy4cAHf//3fj4cffnjjmhdynh955BG8/e1vx97eHi5cuICf/MmfjEK1N9K46YTUv/t3/w7vfe978f73vx+//du/jde//vV4y1vegieeeOLFntoNP/7Mn/kzePTRR+PPpz71qfjsJ37iJ/Af/+N/xIc//GE8+OCD+NrXvoYf+IEfeBFne2OMg4MDvP71r8fP/dzPXffzn/3Zn8W/+Bf/Ar/wC7+AT3/60zh16hTe8pa34Pj4OK555zvfic997nP42Mc+ho9+9KP45Cc/iR/90R/9Zr3CDTOeby0B4K1vfesGjX7oQx/a+Hy7lsCDDz6I+++/H7/5m7+Jj33sY5imCW9+85txcHAQ1zzfeS6l4O1vfzvW6zV+4zd+A//6X/9rfPCDH8RP//RPvxiv9NxDb7LxXd/1XXr//ffHz6UUvfvuu/UDH/jAizirG3+8//3v19e//vXX/ezSpUs6jqN++MMfjt/9z//5PxWAPvTQQ9+kGd74A4B+5CMfiZ9rrXrx4kX9Z//sn8XvLl26pMvlUj/0oQ+pqurnP/95BaD/9b/+17jmV37lV1RE9Ktf/eo3be432ji5lqqq73rXu/T7vu/7vu53tmt5/fHEE08oAH3wwQdV9YWd5//8n/+zppT0sccei2t+/ud/Xs+ePaur1eqb+wLPM24qS2q9XuMzn/kM7rvvvvhdSgn33XcfHnrooRdxZjfH+P3f/33cfffdeOUrX4l3vvOdeOSRRwAAn/nMZzBN08a6vvrVr8Y999yzXdfnGF/84hfx2GOPbazbuXPn8KY3vSnW7aGHHsL58+fx5/7cn4tr7rvvPqSU8OlPf/qbPucbfTzwwAO4cOEC/tSf+lN497vfjaeffjo+267l9cfly5cBALfeeiuAF3aeH3roIbzuda/DnXfeGde85S1vwZUrV/C5z33umzj75x83lZB66qmnUErZWFgAuPPOO/HYY4+9SLO6Ocab3vQmfPCDH8Sv/uqv4ud//ufxxS9+EX/+z/95XL16FY899hgWiwXOnz+/8Z3tuj734No8Fz0+9thjuHDhwsbnwzDg1ltv3a7tifHWt74V/+bf/Bt8/OMfxz/9p/8UDz74IN72trehFGuMuV3La0etFT/+4z+O7/me78FrX/taAHhB5/mxxx67Lt3ysxtp3JStOrbjGx9ve9vb4t/f8R3fgTe96U14+ctfjn//7/89dnd3X8SZbcd22Pirf/Wvxr9f97rX4Tu+4zvwJ/7En8ADDzyA7/3e730RZ3bjjvvvvx+/+7u/uxFf/t9t3FSW1O23346c8zUolccffxwXL158kWZ1c47z58/j27/92/GFL3wBFy9exHq9xqVLlzau2a7rcw+uzXPR48WLF68B9czzjGeeeWa7ts8zXvnKV+L222/HF77wBQDbtTw53vOe9+CjH/0ofu3Xfg0vfelL4/cv5DxfvHjxunTLz26kcVMJqcVigTe84Q34+Mc/Hr+rteLjH/847r333hdxZjff2N/fxx/8wR/grrvuwhve8AaM47ixrg8//DAeeeSR7bo+x3jFK16BixcvbqzblStX8OlPfzrW7d5778WlS5fwmc98Jq75xCc+gVor3vSmN33T53wzja985St4+umncddddwHYriWHquI973kPPvKRj+ATn/gEXvGKV2x8/kLO87333ovf+Z3f2RD6H/vYx3D27Fm85jWv+ea8yAsdLzZy4xsd//bf/ltdLpf6wQ9+UD//+c/rj/7oj+r58+c3UCrbce143/vepw888IB+8Ytf1F//9V/X++67T2+//XZ94oknVFX1b/2tv6X33HOPfuITn9D/9t/+m95777167733vsizfvHH1atX9bOf/ax+9rOfVQD6z//5P9fPfvaz+qUvfUlVVX/mZ35Gz58/r7/8y7+s/+N//A/9vu/7Pn3FK16hR0dHcY+3vvWt+p3f+Z366U9/Wj/1qU/pq171Kv2hH/qhF+uVXrTxXGt59epV/Tt/5+/oQw89pF/84hf1v/yX/6J/9s/+WX3Vq16lx8fHcY/tWqq++93v1nPnzukDDzygjz76aPw5PDyMa57vPM/zrK997Wv1zW9+s/73//7f9Vd/9Vf1jjvu0J/6qZ96MV7pOcdNJ6RUVf/lv/yXes899+hisdDv+q7v0t/8zd98sad0w48f/MEf1LvuuksXi4W+5CUv0R/8wR/UL3zhC/H50dGR/u2//bf1lltu0b29Pf3Lf/kv66OPPvoizvjGGL/2a7+mAK758653vUtVDYb+D/7BP9A777xTl8ulfu/3fq8+/PDDG/d4+umn9Yd+6If09OnTevbsWf0bf+Nv6NWrV1+Et3lxx3Ot5eHhob75zW/WO+64Q8dx1Je//OX6N//m37xG+dyupV53DQHoL/7iL8Y1L+Q8/+Ef/qG+7W1v093dXb399tv1fe97n07T9E1+m+cf235S27Ed27Ed23HDjpsqJrUd27Ed27Ed31pjK6S2Yzu2Yzu244YdWyG1HduxHduxHTfs2Aqp7diO7diO7bhhx1ZIbcd2bMd2bMcNO7ZCaju2Yzu2Yztu2LEVUtuxHduxHdtxw46tkNqO7diO7diOG3ZshdR2bMd2bMd23LBjK6S2Yzu2Yzu244YdWyG1HduxHduxHTfs+P8DHWsW2bCq4WUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ori_image = preprocess.transforms[0](raw_image)\n",
    "ori_image = preprocess.transforms[1](ori_image)\n",
    "mask = deepcopy(wb_mask)\n",
    "mask[:, :, 1:] = 0\n",
    "ori_image = (np.array(ori_image) * 0.5 + mask * 0.5).astype(np.uint8)\n",
    "ori_image = np.array(ori_image)\n",
    "plt.imshow(ori_image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "binary_mask = (wb_mask[:, :, 0] == 255)\n",
    "alpha = mask_transform((binary_mask * 255).astype(np.uint8))\n",
    "alpha = alpha.cuda().unsqueeze(dim=0)\n",
    "mask = alpha\n",
    "image = preprocess(raw_image).unsqueeze(0).to(device)\n",
    "with torch.no_grad():\n",
    "    image_features, attention_last = model.visual(image, mask, return_attn=True)\n",
    "    attentions = attention_last.unsqueeze(dim=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We follow [DINO](https://github.com/facebookresearch/dino) to visualize the attention map with interpolation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "nh = attentions.shape[1]\n",
    "attentions = attentions[0, :, 0, 1:].reshape(nh, -1)\n",
    "p_s = int(math.sqrt(attentions.shape[1]))\n",
    "attentions = attentions.reshape(nh, p_s, p_s)\n",
    "attentions = nn.functional.interpolate(attentions.unsqueeze(0), scale_factor=int((224//p_s)), mode=\"nearest\")[0].cpu().numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for j in range(nh):\n",
    "    plt.subplot(4, 4, j+1)\n",
    "    plt.axis('off')\n",
    "    plt.imshow(attentions[j])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "lavis",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.17"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
